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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="conventions">Conventions<a href="#conventions" class="hash-link" aria-label="Direct link to Conventions" title="Direct link to Conventions">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="python">Python<a href="#python" class="hash-link" aria-label="Direct link to Python" title="Direct link to Python">​</a></h3><p>Parameters in the <code>config.py</code> (which are accessible via the Flask app.config dictionary) are assumed to always be defined and thus should be accessed directly via,</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">blueprints </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> app</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">config</span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">&quot;BLUEPRINTS&quot;</span><span class="token punctuation" style="color:#393A34">]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>rather than,</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">blueprints </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> app</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">config</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">get</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">&quot;BLUEPRINTS&quot;</span><span class="token punctuation" style="color:#393A34">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>or similar as the later will cause typing issues. The former is of type <code>List[Callable]</code> whereas the later is of type <code>Optional[List[Callable]]</code>.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="typing">Typing<a href="#typing" class="hash-link" aria-label="Direct link to Typing" title="Direct link to Typing">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="python-1">Python<a href="#python-1" class="hash-link" aria-label="Direct link to Python" title="Direct link to Python">​</a></h3><p>To ensure clarity, consistency, all readability, <em>all</em> new functions should use
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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="conventions">Conventions<a href="#conventions" class="hash-link" aria-label="Direct link to Conventions" title="Direct link to Conventions">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="python">Python<a href="#python" class="hash-link" aria-label="Direct link to Python" title="Direct link to Python">​</a></h3><p>Parameters in the <code>config.py</code> (which are accessible via the Flask app.config dictionary) are assumed to always be defined and thus should be accessed directly via,</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">blueprints </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> app</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">config</span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">&quot;BLUEPRINTS&quot;</span><span class="token punctuation" style="color:#393A34">]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>rather than,</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">blueprints </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> app</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">config</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">get</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">&quot;BLUEPRINTS&quot;</span><span class="token punctuation" style="color:#393A34">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>or similar as the later will cause typing issues. The former is of type <code>List[Callable]</code> whereas the later is of type <code>Optional[List[Callable]]</code>.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="typing">Typing<a href="#typing" class="hash-link" aria-label="Direct link to Typing" title="Direct link to Typing">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="python-1">Python<a href="#python-1" class="hash-link" aria-label="Direct link to Python" title="Direct link to Python">​</a></h3><p>To ensure clarity, consistency, all readability, <em>all</em> new functions should use
 <a href="https://docs.python.org/3/library/typing.html" target="_blank" rel="noopener noreferrer">type hints</a> and include a
 docstring.</p><p>Note per <a href="https://www.python.org/dev/peps/pep-0484/#exceptions" target="_blank" rel="noopener noreferrer">PEP-484</a> no
 syntax for listing explicitly raised exceptions is proposed and thus the
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diff --git a/docs/contributing/creating-viz-plugins/index.html b/docs/contributing/creating-viz-plugins/index.html
index 7663887..09f06bd 100644
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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="creating-visualization-plugins">Creating Visualization Plugins<a href="#creating-visualization-plugins" class="hash-link" aria-label="Direct link to Creating Visualization Plugins" title="Direct link to Creating Visualization Plugins">​</a></h2><p>Visualizations in Superset are implemented in JavaScript or TypeScript. Superset
 comes preinstalled with several visualizations types (hereafter &quot;viz plugins&quot;) that
 can be found under the <code>superset-frontend/plugins</code> directory. Viz plugins are added to
 the application in the <code>superset-frontend/src/visualizations/presets/MainPreset.js</code>.
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To install run the following:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip3 </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> -r requirements/integration.txt</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">pre-commit </span><span class="token function" style="color:#d73a49">install</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>A series of checks will now run when you make a git commit.</p><p>Alternatively it is possible to run pre-commit via tox:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">tox -e pre-commit</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Or by running pre-commit manually:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pre-commit run --all-files</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="linting">Linting<a href="#linting" class="hash-link" aria-label="Direct link to Linting" title="Direct link to Linting">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="python">Python<a href="#python" class="hash-link" aria-label="Direct link to Python" title="Direct link to Python">​</a></h3><p>We use <a href="https://pylint.org/" target="_blank" rel="noopener noreferrer">Pylint</a> for linting which can be invoked via:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token comment" style="color:#999988;font-style:italic"># for python</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">tox -e pylint</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>In terms of best practices please avoid blanket disabling of Pylint messages globally (via <code>.pylintrc</code>) or top-level within the file header, albeit there being a few exceptions. Disabling should occur inline as it prevents masking issues and provides context as to why said message is disabled.</p><p>Additionally, the Python code is auto-formatted using <a href="https://github.com/python/black" target="_blank" rel="noopener noreferrer">Black</a> which
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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Contributing</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Pre-commit Hooks and Linting</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="git-hooks">Git Hooks<a href="#git-hooks" class="hash-link" aria-label="Direct link to Git Hooks" title="Direct link to Git Hooks">​</a></h2><p>Superset uses Git pre-commit hooks courtesy of <a href="https://pre-commit.com/" target="_blank" rel="noopener noreferrer">pre-commit</a>. To install run the following:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip3 </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> -r requirements/integration.txt</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">pre-commit </span><span class="token function" style="color:#d73a49">install</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>A series of checks will now run when you make a git commit.</p><p>Alternatively it is possible to run pre-commit via tox:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">tox -e pre-commit</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Or by running pre-commit manually:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pre-commit run --all-files</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="linting">Linting<a href="#linting" class="hash-link" aria-label="Direct link to Linting" title="Direct link to Linting">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="python">Python<a href="#python" class="hash-link" aria-label="Direct link to Python" title="Direct link to Python">​</a></h3><p>We use <a href="https://pylint.org/" target="_blank" rel="noopener noreferrer">Pylint</a> for linting which can be invoked via:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token comment" style="color:#999988;font-style:italic"># for python</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">tox -e pylint</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>In terms of best practices please avoid blanket disabling of Pylint messages globally (via <code>.pylintrc</code>) or top-level within the file header, albeit there being a few exceptions. Disabling should occur inline as it prevents masking issues and provides context as to why said message is disabled.</p><p>Additionally, the Python code is auto-formatted using <a href="https://github.com/python/black" target="_blank" rel="noopener noreferrer">Black</a> which
 is configured as a pre-commit hook. There are also numerous <a href="https://black.readthedocs.io/en/stable/integrations/editors.html" target="_blank" rel="noopener noreferrer">editor integrations</a></p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="typescript">TypeScript<a href="#typescript" class="hash-link" aria-label="Direct link to TypeScript" title="Direct link to TypeScript">​</a></h3><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token builtin class-name">cd</span><span class="token plain"> superset-frontend</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> ci</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> run lint</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If using the eslint extension with vscode, put the following in your workspace <code>settings.json</code> file:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token property" style="color:#36acaa">&quot;eslint.workingDirectories&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">  </span><span class="token string" style="color:#e3116c">&quot;superset-frontend&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy 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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Contributing</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Running a Local Flask Backend</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h3 class="anchor anchorWithStickyNavbar_LWe7" id="flask-server">Flask server<a href="#flask-server" class="hash-link" aria-label="Direct link to Flask server" title="Direct link to Flask server">​</a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="os-dependencies">OS Dependencies<a href="#os-dependencies" class="hash-link" aria-label="Direct link to OS Dependencies" title="Direct link to OS Dependencies">​</a></h4><p>Make sure your machine meets the <a href="https://superset.apache.org/docs/installation/installing-superset-from-scratch#os-dependencies" target="_blank" rel="noopener noreferrer">OS dependencies</a> before following these steps.
 You also need to install MySQL or <a href="https://mariadb.com/downloads" target="_blank" rel="noopener noreferrer">MariaDB</a>.</p><p>Ensure that you are using Python version 3.9 or 3.10, then proceed with:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token comment" style="color:#999988;font-style:italic"># Create a virtual environment and activate it (recommended)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">python3 -m venv venv </span><span class="token comment" style="color:#999988;font-style:italic"># setup a python3 virtualenv</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token builtin class-name">source</span><span class="token plain"> venv/bin/activate</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Install external dependencies</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">pip </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> -r requirements/testing.txt</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Install Superset in editable (development) mode</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">pip </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> -e </span><span class="token builtin class-name">.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Initialize the database</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Note: For generating a SECRET_KEY if you haven&#x27;t done already, you can use the command:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># echo &quot;SECRET_KEY=&#x27;$(openssl rand -base64 42)&#x27;&quot; | tee -a superset_config.py</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset db upgrade</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Create an admin user in your metadata database (use `admin` as username to be able to load the examples)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset fab create-admin</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Create default roles and permissions</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset init</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Load some data to play with.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Note: you MUST have previously created an admin user with the username `admin` for this command to work.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset load-examples</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Start the Flask dev web server from inside your virtualenv.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Note that your page may not have CSS at this point.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset run -p </span><span class="token number" style="color:#36acaa">8088</span><span class="token plain"> --with-threads --reload --debugger --debug</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Or you can install via our Makefile</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token comment" style="color:#999988;font-style:italic"># Create a virtual environment and activate it (recommended)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">python3 -m venv venv </span><span class="token comment" style="color:#999988;font-style:italic"># setup a python3 virtualenv</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token builtin class-name">source</span><span class="token plain"> venv/bin/activate</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># install pip packages + pre-commit</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">make</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Install superset pip packages and setup env only</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">make</span><span class="token plain"> superset</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Setup pre-commit only</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">make</span><span class="token plain"> pre-commit</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><strong>Note: the FLASK_APP env var should not need to be set, as it&#x27;s currently controlled
 via <code>.flaskenv</code>, however if needed, it should be set to <code>superset.app:create_app()</code></strong></p><p>If you have made changes to the FAB-managed templates, which are not built the same way as the newer, React-powered front-end assets, you need to start the app without the <code>--with-threads</code> argument like so:
 <code>superset run -p 8088 --reload --debugger --debug</code></p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="dependencies">Dependencies<a href="#dependencies" class="hash-link" aria-label="Direct link to Dependencies" title="Direct link to Dependencies">​</a></h4><p>If you add a new requirement or update an existing requirement (per the <code>install_requires</code> section in <code>setup.py</code>) you must recompile (freeze) the Python dependencies to ensure that for CI, testing, etc. the build is deterministic. This can be achieved via,</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">$ python3 -m venv venv</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">$ </span><span class="token builtin class-name">source</span><span class="token plain"> venv/bin/activate</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">$ python3 -m pip </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> -r requirements/integration.txt</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">$ pip-compile-multi --no-upgrade</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="logging-to-the-browser-console">Logging to the browser console<a href="#logging-to-the-browser-console" class="hash-link" aria-label="Direct link to Logging to the browser console" title="Direct link to Logging to the browser console">​</a></h4><p>This feature is only available on Python 3. When debugging your application, you can have the server logs sent directly to the browser console using the <a href="https://github.com/betodealmeida/consolelog" target="_blank" rel="noopener noreferrer">ConsoleLog</a> package. You need to mutate the app, by adding the following to your <code>config.py</code> or <code>superset_config.py</code>:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> console_log </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> ConsoleLog</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">def</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">FLASK_APP_MUTATOR</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">app</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    app</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">wsgi_app </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> ConsoleLog</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">app</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">wsgi_app</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> app</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">logger</span><span class="token punctuation" style="color:#393A34">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Then make sure you run your WSGI server using the right worker type:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token assign-left variable" style="color:#36acaa">SUPERSET_ENV</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">development gunicorn </span><span class="token string" style="color:#e3116c">&quot;superset.app:create_app()&quot;</span><span class="token plain"> -k </span><span class="token string" style="color:#e3116c">&quot;geventwebsocket.gunicorn.workers.GeventWebSocketWorker&quot;</span><span class="token plain"> -b </span><span class="token number" style="color:#36acaa">127.0</span><span class="token plain">.0.1:8088 --reload</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can log anything to the browser console, including objects:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> superset </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> app</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">app</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">logger</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">error</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">&#x27;An exception occurred!&#x27;</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">app</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">logger</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">info</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">form_data</span><span class="token punctuation" style="color:#393A34">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="frontend-assets">Frontend Assets<a href="#frontend-assets" class="hash-link" aria-label="Direct link to Frontend Assets" title="Direct link to Frontend Assets">​</a></h3><p>See <a href="https://github.com/apache/superset/blob/master/CONTRIBUTING.md#frontend" target="_blank" rel="noopener noreferrer">Building Frontend Assets Locally</a></p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div 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This is helpful in case we don’t accept that specific fix but want to keep track of the issue. Please keep in mind that the project maintainers reserve the rights to accept or reject incoming PRs, so it is better to separate the issue and the code to fix it from each other. In some cases, project maintainers may request you to create a separate issue from PR before proceeding.</p><p><strong>Refactor:</strong> For small refactors, it can be a standalone PR itself detailing what you are refactoring and why. If there are concerns, project maintainers may request you to create a <code>#SIP</code> for the PR before proceeding.</p><p><strong>Feature/Large changes:</strong> If you intend to change the public API, or make any non-trivial changes to the implementation, we require you to file a new issue as <code>#SIP</code> (Superset Improvement Proposal). This lets us reach an agreement on your proposal before you put significant effort into it. You are welcome to submit a PR along with the SIP (sometimes necessary for demonstration), but we will not review/merge the code until the SIP is approved.</p><p>In general, small PRs are always easier to review than large PRs. The best practice is to break your work into smaller independent PRs and refer to the same issue. This will greatly reduce turnaround time.</p><p>If you wish to share your work which is not ready to merge yet, create a <a href="https://github.blog/2019-02-14-introducing-draft-pull-requests/" target="_blank" rel="noopener noreferrer">Draft PR</a>. This will enable maintainers and the CI runner to prioritize mature PR&#x27;s.</p><p>Finally, never submit a PR that will put master branch in broken state. If the PR is part of multiple PRs to complete a large feature and cannot work on its own, you can create a feature branch and merge all related PRs into the feature branch before creating a PR from feature branch to master.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="protocol">Protocol<a href="#protocol" class="hash-link" aria-label="Direct link to Protocol" title="Direct link to Protocol">​</a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="authoring">Authoring<a href="#authoring" class="hash-link" aria-label="Direct link to Authoring" title="Direct link to Authoring">​</a></h4><ul><li><p>Fill in all sections of the PR template.</p></li><li><p>Title the PR with one of the following semantic prefixes (inspired by <a href="http://karma-runner.github.io/0.10/dev/git-commit-msg.html%5D" target="_blank" rel="noopener noreferrer">Karma</a>):</p><ul><li><code>feat</code> (new feature)</li><li><code>fix</code> (bug fix)</li><li><code>docs</code> (changes to the documentation)</li><li><code>style</code> (formatting, missing semi colons, etc; no application logic change)</li><li><code>refactor</code> (refactoring code)</li><li><code>test</code> (adding missing tests, refactoring tests; no application logic change)</li><li><code>chore</code> (updating tasks etc; no application logic change)</li><li><code>perf</code> (performance-related change)</li><li><code>build</code> (build tooling, Docker configuration change)</li><li><code>ci</code> (test runner, GitHub Actions workflow changes)</li><li><code>other</code> (changes that don&#x27;t correspond to the above -- should be rare!)</li><li>Examples:<ul><li><code>feat: export charts as ZIP files</code></li><li><code>perf(api): improve API info performance</code></li><li><code>fix(chart-api): cached-indicator always shows value is cached</code></li></ul></li></ul></li><li><p>Add prefix <code>[WIP]</code> to title if not ready for review (WIP = work-in-progress). We recommend creating a PR with <code>[WIP]</code> first and remove it once you have passed CI test and read through your code changes at least once.</p></li><li><p>If you believe your PR contributes a potentially breaking change, put a <code>!</code> after the semantic prefix but before the colon in the PR title, like so: <code>feat!: Added foo functionality to bar</code></p></li><li><p><strong>Screenshots/GIFs:</strong> Changes to user interface require before/after screenshots, or GIF for interactions</p><ul><li>Recommended capture tools (<a href="https://getkap.co/" target="_blank" rel="noopener noreferrer">Kap</a>, <a href="https://www.cockos.com/licecap/" target="_blank" rel="noopener noreferrer">LICEcap</a>, <a href="https://download.cnet.com/Skitch/3000-13455_4-189876.html" target="_blank" rel="noopener noreferrer">Skitch</a>)</li><li>If no screenshot is provided, the committers will mark the PR with <code>need:screenshot</code> label and will not review until screenshot is provided.</li></ul></li><li><p><strong>Dependencies:</strong> Be careful about adding new dependency and avoid unnecessary dependencies.</p><ul><li>For Python, include it in <code>setup.py</code> denoting any specific restrictions and in <code>requirements.txt</code> pinned to a specific version which ensures that the application build is deterministic.</li><li>For TypeScript/JavaScript, include new libraries in <code>package.json</code></li></ul></li><li><p><strong>Tests:</strong> The pull request should include tests, either as doctests, unit tests, or both. Make sure to resolve all errors and test failures. See <a href="#testing">Testing</a> for how to run tests.</p></li><li><p><strong>Documentation:</strong> If the pull request adds functionality, the docs should be updated as part of the same PR.</p></li><li><p><strong>CI:</strong> Reviewers will not review the code until all CI tests are passed. Sometimes there can be flaky tests. You can close and open PR to re-run CI test. Please report if the issue persists. After the CI fix has been deployed to <code>master</code>, please rebase your PR.</p></li><li><p><strong>Code coverage:</strong> Please ensure that code coverage does not decrease.</p></li><li><p>Remove <code>[WIP]</code> when ready for review. Please note that it may be merged soon after approved so please make sure the PR is ready to merge and do not expect more time for post-approval edits.</p></li><li><p>If the PR was not ready for review and inactive for &gt; 30 days, we will close it due to inactivity. The author is welcome to re-open and update.</p></li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="reviewing">Reviewing<a href="#reviewing" class="hash-link" aria-label="Direct link to Reviewing" title="Direct link to Reviewing">​</a></h4><ul><li>Use constructive tone when writing reviews.</li><li>If there are changes required, state clearly what needs to be done before the PR can be approved.</li><li>If you are asked to update your pull request with some changes there&#x27;s no need to create a new one. Push your changes to the same branch.</li><li>The committers reserve the right to reject any PR and in some cases may request the author to file an issue.</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="test-environments">Test Environments<a href="#test-environments" class="hash-link" aria-label="Direct link to Test Environments" title="Direct link to Test Environments">​</a></h4><ul><li>Members of the Apache GitHub org can launch an ephemeral test environment directly on a pull request by creating a comment containing (only) the command <code>/testenv up</code>.<ul><li>Note that org membership must be public in order for this validation to function properly.</li></ul></li><li>Feature flags may be set for a test environment by specifying the flag name (prefixed with <code>FEATURE_</code>) and value after the command.<ul><li>Format: <code>/testenv up FEATURE_&lt;feature flag name&gt;=true|false</code></li><li>Example: <code>/testenv up FEATURE_DASHBOARD_NATIVE_FILTERS=true</code></li><li>Multiple feature flags may be set in single command, separated by whitespace</li></ul></li><li>A comment will be created by the workflow script with the address and login information for the ephemeral environment.</li><li>Test environments may be created once the Docker build CI workflow for the PR has completed successfully.</li><li>Test environments do not currently update automatically when new commits are added to a pull request.</li><li>Test environments do not currently support async workers, though this is planned.</li><li>Running test environments will be shutdown upon closing the pull request.</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="merging">Merging<a href="#merging" class="hash-link" aria-label="Direct link to Merging" title="Direct link to Merging">​</a></h4><ul><li>At least one approval is required for merging a PR.</li><li>PR is usually left open for at least 24 hours before merging.</li><li>After the PR is merged, <a href="https://help.github.com/articles/closing-issues-using-keywords/" target="_blank" rel="noopener noreferrer">close the corresponding issue(s)</a>.</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="post-merge-responsibility">Post-merge Responsibility<a href="#post-merge-responsibility" class="hash-link" aria-label="Direct link to Post-merge Responsibility" title="Direct link to Post-merge Responsibility">​</a></h4><ul><li>Project maintainers may contact the PR author if new issues are introduced by the PR.</li><li>Project maintainers may revert your changes if a critical issue is found, such as breaking master branch CI.</li></ul></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/contributing/pull-request-guidelines.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/contributing/types-of-contributions"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Types of Contributions</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/contributing/style-guide"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Style Guide</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#pull-request-guidelines" class="table-of-contents__link toc-highlight">Pull Request Guidelines</a><ul><li><a href="#protocol" class="table-of-contents__link toc-highlight">Protocol</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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This is helpful in case we don’t accept that specific fix but want to keep track of the issue. Please keep in mind that the project maintainers reserve the rights to accept or reject incoming PRs, so it is better to separate the issue and the code to fix it from each other. In some cases, project maintainers may request you to create a separate issue from PR before proceeding.</p><p><strong>Refactor:</strong> For small refactors, it can be a standalone PR itself detailing what you are refactoring and why. If there are concerns, project maintainers may request you to create a <code>#SIP</code> for the PR before proceeding.</p><p><strong>Feature/Large changes:</strong> If you intend to change the public API, or make any non-trivial changes to the implementation, we require you to file a new issue as <code>#SIP</code> (Superset Improvement Proposal). This lets us reach an agreement on your proposal before you put significant effort into it. You are welcome to submit a PR along with the SIP (sometimes necessary for demonstration), but we will not review/merge the code until the SIP is approved.</p><p>In general, small PRs are always easier to review than large PRs. The best practice is to break your work into smaller independent PRs and refer to the same issue. This will greatly reduce turnaround time.</p><p>If you wish to share your work which is not ready to merge yet, create a <a href="https://github.blog/2019-02-14-introducing-draft-pull-requests/" target="_blank" rel="noopener noreferrer">Draft PR</a>. This will enable maintainers and the CI runner to prioritize mature PR&#x27;s.</p><p>Finally, never submit a PR that will put master branch in broken state. If the PR is part of multiple PRs to complete a large feature and cannot work on its own, you can create a feature branch and merge all related PRs into the feature branch before creating a PR from feature branch to master.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="protocol">Protocol<a href="#protocol" class="hash-link" aria-label="Direct link to Protocol" title="Direct link to Protocol">​</a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="authoring">Authoring<a href="#authoring" class="hash-link" aria-label="Direct link to Authoring" title="Direct link to Authoring">​</a></h4><ul><li><p>Fill in all sections of the PR template.</p></li><li><p>Title the PR with one of the following semantic prefixes (inspired by <a href="http://karma-runner.github.io/0.10/dev/git-commit-msg.html%5D" target="_blank" rel="noopener noreferrer">Karma</a>):</p><ul><li><code>feat</code> (new feature)</li><li><code>fix</code> (bug fix)</li><li><code>docs</code> (changes to the documentation)</li><li><code>style</code> (formatting, missing semi colons, etc; no application logic change)</li><li><code>refactor</code> (refactoring code)</li><li><code>test</code> (adding missing tests, refactoring tests; no application logic change)</li><li><code>chore</code> (updating tasks etc; no application logic change)</li><li><code>perf</code> (performance-related change)</li><li><code>build</code> (build tooling, Docker configuration change)</li><li><code>ci</code> (test runner, GitHub Actions workflow changes)</li><li><code>other</code> (changes that don&#x27;t correspond to the above -- should be rare!)</li><li>Examples:<ul><li><code>feat: export charts as ZIP files</code></li><li><code>perf(api): improve API info performance</code></li><li><code>fix(chart-api): cached-indicator always shows value is cached</code></li></ul></li></ul></li><li><p>Add prefix <code>[WIP]</code> to title if not ready for review (WIP = work-in-progress). We recommend creating a PR with <code>[WIP]</code> first and remove it once you have passed CI test and read through your code changes at least once.</p></li><li><p>If you believe your PR contributes a potentially breaking change, put a <code>!</code> after the semantic prefix but before the colon in the PR title, like so: <code>feat!: Added foo functionality to bar</code></p></li><li><p><strong>Screenshots/GIFs:</strong> Changes to user interface require before/after screenshots, or GIF for interactions</p><ul><li>Recommended capture tools (<a href="https://getkap.co/" target="_blank" rel="noopener noreferrer">Kap</a>, <a href="https://www.cockos.com/licecap/" target="_blank" rel="noopener noreferrer">LICEcap</a>, <a href="https://download.cnet.com/Skitch/3000-13455_4-189876.html" target="_blank" rel="noopener noreferrer">Skitch</a>)</li><li>If no screenshot is provided, the committers will mark the PR with <code>need:screenshot</code> label and will not review until screenshot is provided.</li></ul></li><li><p><strong>Dependencies:</strong> Be careful about adding new dependency and avoid unnecessary dependencies.</p><ul><li>For Python, include it in <code>setup.py</code> denoting any specific restrictions and in <code>requirements.txt</code> pinned to a specific version which ensures that the application build is deterministic.</li><li>For TypeScript/JavaScript, include new libraries in <code>package.json</code></li></ul></li><li><p><strong>Tests:</strong> The pull request should include tests, either as doctests, unit tests, or both. Make sure to resolve all errors and test failures. See <a href="#testing">Testing</a> for how to run tests.</p></li><li><p><strong>Documentation:</strong> If the pull request adds functionality, the docs should be updated as part of the same PR.</p></li><li><p><strong>CI:</strong> Reviewers will not review the code until all CI tests are passed. Sometimes there can be flaky tests. You can close and open PR to re-run CI test. Please report if the issue persists. After the CI fix has been deployed to <code>master</code>, please rebase your PR.</p></li><li><p><strong>Code coverage:</strong> Please ensure that code coverage does not decrease.</p></li><li><p>Remove <code>[WIP]</code> when ready for review. Please note that it may be merged soon after approved so please make sure the PR is ready to merge and do not expect more time for post-approval edits.</p></li><li><p>If the PR was not ready for review and inactive for &gt; 30 days, we will close it due to inactivity. The author is welcome to re-open and update.</p></li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="reviewing">Reviewing<a href="#reviewing" class="hash-link" aria-label="Direct link to Reviewing" title="Direct link to Reviewing">​</a></h4><ul><li>Use constructive tone when writing reviews.</li><li>If there are changes required, state clearly what needs to be done before the PR can be approved.</li><li>If you are asked to update your pull request with some changes there&#x27;s no need to create a new one. Push your changes to the same branch.</li><li>The committers reserve the right to reject any PR and in some cases may request the author to file an issue.</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="test-environments">Test Environments<a href="#test-environments" class="hash-link" aria-label="Direct link to Test Environments" title="Direct link to Test Environments">​</a></h4><ul><li>Members of the Apache GitHub org can launch an ephemeral test environment directly on a pull request by creating a comment containing (only) the command <code>/testenv up</code>.<ul><li>Note that org membership must be public in order for this validation to function properly.</li></ul></li><li>Feature flags may be set for a test environment by specifying the flag name (prefixed with <code>FEATURE_</code>) and value after the command.<ul><li>Format: <code>/testenv up FEATURE_&lt;feature flag name&gt;=true|false</code></li><li>Example: <code>/testenv up FEATURE_DASHBOARD_NATIVE_FILTERS=true</code></li><li>Multiple feature flags may be set in single command, separated by whitespace</li></ul></li><li>A comment will be created by the workflow script with the address and login information for the ephemeral environment.</li><li>Test environments may be created once the Docker build CI workflow for the PR has completed successfully.</li><li>Test environments do not currently update automatically when new commits are added to a pull request.</li><li>Test environments do not currently support async workers, though this is planned.</li><li>Running test environments will be shutdown upon closing the pull request.</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="merging">Merging<a href="#merging" class="hash-link" aria-label="Direct link to Merging" title="Direct link to Merging">​</a></h4><ul><li>At least one approval is required for merging a PR.</li><li>PR is usually left open for at least 24 hours before merging.</li><li>After the PR is merged, <a href="https://help.github.com/articles/closing-issues-using-keywords/" target="_blank" rel="noopener noreferrer">close the corresponding issue(s)</a>.</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="post-merge-responsibility">Post-merge Responsibility<a href="#post-merge-responsibility" class="hash-link" aria-label="Direct link to Post-merge Responsibility" title="Direct link to Post-merge Responsibility">​</a></h4><ul><li>Project maintainers may contact the PR author if new issues are introduced by the PR.</li><li>Project maintainers may revert your changes if a critical issue is found, such as breaking master branch CI.</li></ul></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/contributing/pull-request-guidelines.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/contributing/types-of-contributions"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Types of Contributions</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/contributing/style-guide"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Style Guide</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#pull-request-guidelines" class="table-of-contents__link toc-highlight">Pull Request Guidelines</a><ul><li><a href="#protocol" class="table-of-contents__link toc-highlight">Protocol</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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Capitalize only the initial character of the first word, and other words that require capitalization, like:</p><ul><li><strong>Proper nouns.</strong> Objects in the product <em>are not</em> considered proper nouns e.g. dashboards, charts, saved queries etc. Proprietary feature names eg. SQL Lab, Preset Manager <em>are</em> considered proper nouns</li><li><strong>Acronyms</strong> (e.g. CSS, HTML)</li><li>When referring to <strong>UI labels that are themselves capitalized</strong> from sentence case (e.g. page titles - Dashboards page, Charts page, Saved queries page, etc.)</li><li>User input that is reflected in the UI. E.g. a user-named a dashboard tab</li></ul><p><strong>Sentence case vs. Title case:</strong>
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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="design-guidelines">Design Guidelines<a href="#design-guidelines" class="hash-link" aria-label="Direct link to Design Guidelines" title="Direct link to Design Guidelines">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="capitalization-guidelines">Capitalization guidelines<a href="#capitalization-guidelines" class="hash-link" aria-label="Direct link to Capitalization guidelines" title="Direct link to Capitalization guidelines">​</a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="sentence-case">Sentence case<a href="#sentence-case" class="hash-link" aria-label="Direct link to Sentence case" title="Direct link to Sentence case">​</a></h4><p>Use sentence-case capitalization for everything in the UI (except these <!-- -->*<!-- -->*<!-- -->).</p><p>Sentence case is predominantly lowercase. Capitalize only the initial character of the first word, and other words that require capitalization, like:</p><ul><li><strong>Proper nouns.</strong> Objects in the product <em>are not</em> considered proper nouns e.g. dashboards, charts, saved queries etc. Proprietary feature names eg. SQL Lab, Preset Manager <em>are</em> considered proper nouns</li><li><strong>Acronyms</strong> (e.g. CSS, HTML)</li><li>When referring to <strong>UI labels that are themselves capitalized</strong> from sentence case (e.g. page titles - Dashboards page, Charts page, Saved queries page, etc.)</li><li>User input that is reflected in the UI. E.g. a user-named a dashboard tab</li></ul><p><strong>Sentence case vs. Title case:</strong>
 Title case: &quot;A Dog Takes a Walk in Paris&quot;
 Sentence case: &quot;A dog takes a walk in Paris&quot;</p><p><strong>Why sentence case?</strong></p><ul><li>It’s generally accepted as the quickest to read</li><li>It’s the easiest form to distinguish between common and proper nouns</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="how-to-refer-to-ui-elements">How to refer to UI elements<a href="#how-to-refer-to-ui-elements" class="hash-link" aria-label="Direct link to How to refer to UI elements" title="Direct link to How to refer to UI elements">​</a></h4><p>When writing about a UI element, use the same capitalization as used in the UI.</p><p>For example, if an input field is labeled “Name” then you refer to this as the “Name input field”. Similarly, if a button has the label “Save” in it, then it is correct to refer to the “Save button”.</p><p>Where a product page is titled “Settings”, you refer to this in writing as follows:
 “Edit your personal information on the Settings page”.</p><p>Often a product page will have the same title as the objects it contains. In this case, refer to the page as it appears in the UI, and the objects as common nouns:</p><ul><li>Upload a dashboard on the Dashboards page</li><li>Go to Dashboards</li><li>View dashboard</li><li>View all dashboards</li><li>Upload CSS templates on the CSS templates page</li><li>Queries that you save will appear on the Saved queries page</li><li>Create custom queries in SQL Lab then create dashboards</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="exceptions-to-sentence-case">*<!-- -->*<!-- -->Exceptions to sentence case:<a href="#exceptions-to-sentence-case" class="hash-link" aria-label="Direct link to exceptions-to-sentence-case" title="Direct link to exceptions-to-sentence-case">​</a></h4><ul><li>Input labels, buttons and UI tabs are all caps</li><li>User input values (e.g. column names, SQL Lab tab names) should be in their original case</li></ul></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/contributing/style-guide.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/contributing/pull-request-guidelines"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Pull Request Guidelines</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/contributing/local-backend"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Running a Local Flask Backend</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#design-guidelines" class="table-of-contents__link toc-highlight">Design Guidelines</a><ul><li><a href="#capitalization-guidelines" class="table-of-contents__link toc-highlight">Capitalization guidelines</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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 All python tests can be run with any of the tox <a href="https://tox.readthedocs.io/en/latest/example/basic.html#a-simple-tox-ini-default-environments" target="_blank" rel="noopener noreferrer">environments</a>, via,</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">tox -e </span><span class="token operator" style="color:#393A34">&lt;</span><span class="token plain">environment</span><span class="token operator" style="color:#393A34">&gt;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>For example,</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">tox -e py38</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Alternatively, you can run all tests in a single file via,</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">tox -e </span><span class="token operator" style="color:#393A34">&lt;</span><span class="token plain">environment</span><span class="token operator" style="color:#393A34">&gt;</span><span class="token plain"> -- tests/test_file.py</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>or for a specific test via,</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">tox -e </span><span class="token operator" style="color:#393A34">&lt;</span><span class="token plain">environment</span><span class="token operator" style="color:#393A34">&gt;</span><span class="token plain"> -- tests/test_file.py::TestClassName::test_method_name</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Note that the test environment uses a temporary directory for defining the
 SQLite databases which will be cleared each time before the group of test
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class="breadcrumbs__link">Creating Charts and Dashboards</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Creating Your First Dashboard</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="creating-your-first-dashboard">Creating Your First Dashboard<a href="#creating-your-first-dashboard" class="hash-link" aria-label="Direct link to Creating Your First Dashboard" title="Direct link to Creating Your First Dashboard">​</a></h2><p>This section is focused on documentation for end-users who will be using Superset
 for the data analysis and exploration workflow
 (data analysts, business analysts, data
 scientists, etc). In addition to this site, <a href="http://preset.io/" target="_blank" rel="noopener noreferrer">Preset.io</a> maintains an updated set of end-user
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class="breadcrumbs__link">Creating Charts and Dashboards</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Exploring Data in Superset</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="exploring-data-in-superset">Exploring Data in Superset<a href="#exploring-data-in-superset" class="hash-link" aria-label="Direct link to Exploring Data in Superset" title="Direct link to Exploring Data in Superset">​</a></h2><p>In this tutorial, we will introduce key concepts in Apache Superset through the exploration of a
 real dataset which contains the flights made by employees of a UK-based organization in 2011. The
 following information about each flight is given:</p><ul><li>The traveller’s department. For the purposes of this tutorial the departments have been renamed
 Orange, Yellow and Purple.</li><li>The cost of the ticket.</li><li>The travel class (Economy, Premium Economy, Business and First Class).</li><li>Whether the ticket was a single or return.</li><li>The date of travel.</li><li>Information about the origin and destination.</li><li>The distance between the origin and destination, in kilometers (km).</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="enabling-data-upload-functionality">Enabling Data Upload Functionality<a href="#enabling-data-upload-functionality" class="hash-link" aria-label="Direct link to Enabling Data Upload Functionality" title="Direct link to Enabling Data Upload Functionality">​</a></h3><p>You may need to enable the functionality to upload a CSV or Excel file to your database. The following section
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class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="ascendio">Ascend.io<a href="#ascendio" class="hash-link" aria-label="Direct link to Ascend.io" title="Direct link to Ascend.io">​</a></h2><p>The recommended connector library to Ascend.io is <a href="https://github.com/cloudera/impyla" target="_blank" rel="noopener noreferrer">impyla</a>.</p><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">ascend://{username}:{password}@{hostname}:{port}/{database}?auth_mechanism=PLAIN;use_ssl=true</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/ascend.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg 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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Amazon Athena</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="aws-athena">AWS Athena<a href="#aws-athena" class="hash-link" aria-label="Direct link to AWS Athena" title="Direct link to AWS Athena">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="pyathenajdbc">PyAthenaJDBC<a href="#pyathenajdbc" class="hash-link" aria-label="Direct link to PyAthenaJDBC" title="Direct link to PyAthenaJDBC">​</a></h3><p><a href="https://pypi.org/project/PyAthenaJDBC/" target="_blank" rel="noopener noreferrer">PyAthenaJDBC</a> is a Python DB 2.0 compliant wrapper for the
 <a href="https://docs.aws.amazon.com/athena/latest/ug/connect-with-jdbc.html" target="_blank" rel="noopener noreferrer">Amazon Athena JDBC driver</a>.</p><p>The connection string for Amazon Athena is as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">awsathena+jdbc://{aws_access_key_id}:{aws_secret_access_key}@athena.{region_name}.amazonaws.com/{schema_name}?s3_staging_dir={s3_staging_dir}&amp;...</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Note that you&#x27;ll need to escape &amp; encode when forming the connection string like so:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">s3://... -&gt; s3%3A//...</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="pyathena">PyAthena<a href="#pyathena" class="hash-link" aria-label="Direct link to PyAthena" title="Direct link to PyAthena">​</a></h3><p>You can also use the <a href="https://pypi.org/project/PyAthena/" target="_blank" rel="noopener noreferrer">PyAthena library</a> (no Java required) with the
 following connection string:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">awsathena+rest://{aws_access_key_id}:{aws_secret_access_key}@athena.{region_name}.amazonaws.com/{schema_name}?s3_staging_dir={s3_staging_dir}&amp;...</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The PyAthena library also allows to assume a specific IAM role which you can define by adding following parameters in Superset&#x27;s Athena database connection UI under ADVANCED --&gt; Other --&gt; ENGINE PARAMETERS.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{&quot;connect_args&quot;:{&quot;role_arn&quot;:&quot;&lt;role arn&gt;&quot;}}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/athena.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/db-connection-ui"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Using Database Connection UI</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/dynamodb"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Amazon DynamoDB</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#aws-athena" class="table-of-contents__link toc-highlight">AWS Athena</a><ul><li><a href="#pyathenajdbc" class="table-of-contents__link toc-highlight">PyAthenaJDBC</a></li><li><a href="#pyathena" class="table-of-contents__link toc-highlight">PyAthena</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="google-bigquery">Google BigQuery<a href="#google-bigquery" class="hash-link" aria-label="Direct link to Google BigQuery" title="Direct link to Google BigQuery">​</a></h2><p>The recommended connector library for BigQuery is
 <a href="https://github.com/googleapis/python-bigquery-sqlalchemy" target="_blank" rel="noopener noreferrer">sqlalchemy-bigquery</a>.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="install-bigquery-driver">Install BigQuery Driver<a href="#install-bigquery-driver" class="hash-link" aria-label="Direct link to Install BigQuery Driver" title="Direct link to Install BigQuery Driver">​</a></h3><p>Follow the steps <a href="/docs/databases/docker-add-drivers">here</a> about how to
 install new database drivers when setting up Superset locally via docker compose.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">echo &quot;sqlalchemy-bigquery&quot; &gt;&gt; ./docker/requirements-local.txt</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="connecting-to-bigquery">Connecting to BigQuery<a href="#connecting-to-bigquery" class="hash-link" aria-label="Direct link to Connecting to BigQuery" title="Direct link to Connecting to BigQuery">​</a></h3><p>When adding a new BigQuery connection in Superset, you&#x27;ll need to add the GCP Service Account
 credentials file (as a JSON).</p><ol><li>Create your Service Account via the Google Cloud Platform control panel, provide it access to the
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class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="clickhouse">ClickHouse<a href="#clickhouse" class="hash-link" aria-label="Direct link to ClickHouse" title="Direct link to ClickHouse">​</a></h2><p>To use ClickHouse with Superset, you will need to add the following Python library:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">clickhouse-connect&gt;=0.6.8</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If running Superset using Docker Compose, add the following to your <code>./docker/requirements-local.txt</code> file:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">clickhouse-connect&gt;=0.6.8</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The recommended connector library for ClickHouse is
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class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="clickhouse">ClickHouse<a href="#clickhouse" class="hash-link" aria-label="Direct link to ClickHouse" title="Direct link to ClickHouse">​</a></h2><p>To use ClickHouse with Superset, you will need to add the following Python library:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">clickhouse-connect&gt;=0.6.8</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If running Superset using Docker Compose, add the following to your <code>./docker/requirements-local.txt</code> file:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">clickhouse-connect&gt;=0.6.8</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The recommended connector library for ClickHouse is
 <a href="https://github.com/ClickHouse/clickhouse-connect" target="_blank" rel="noopener noreferrer">clickhouse-connect</a>.</p><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">clickhousedb://&lt;user&gt;:&lt;password&gt;@&lt;host&gt;:&lt;port&gt;/&lt;database&gt;[?options…]clickhouse://{username}:{password}@{hostname}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Here&#x27;s a concrete example of a real connection string:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">clickhousedb://demo:demo@github.demo.trial.altinity.cloud/default?secure=true</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If you&#x27;re using Clickhouse locally on your computer, you can get away with using a http protocol URL that
 uses the default user without a password (and doesn&#x27;t encrypt the connection):</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">clickhousedb://localhost/default</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/clickhouse.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/spark-sql"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Apache Spark SQL</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/cockroachdb"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">CockroachDB</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#clickhouse" class="table-of-contents__link toc-highlight">ClickHouse</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="cockroachdb">CockroachDB<a href="#cockroachdb" class="hash-link" aria-label="Direct link to CockroachDB" title="Direct link to CockroachDB">​</a></h2><p>The recommended connector library for CockroachDB is
 <a href="https://github.com/cockroachdb/sqlalchemy-cockroachdb" target="_blank" rel="noopener noreferrer">sqlalchemy-cockroachdb</a>.</p><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">cockroachdb://root@{hostname}:{port}/{database}?sslmode=disable</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/cockroachdb.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/clickhouse"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">ClickHouse</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/risingwave"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">RisingWave</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#cockroachdb" class="table-of-contents__link toc-highlight">CockroachDB</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="cratedb">CrateDB<a href="#cratedb" class="hash-link" aria-label="Direct link to CrateDB" title="Direct link to CrateDB">​</a></h2><p>The recommended connector library for CrateDB is
 <a href="https://pypi.org/project/crate/" target="_blank" rel="noopener noreferrer">crate</a>.
 You need to install the extras as well for this library.
 We recommend adding something like the following
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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Databend</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="databend">Databend<a href="#databend" class="hash-link" aria-label="Direct link to Databend" title="Direct link to Databend">​</a></h2><p>The recommended connector library for Databend is <a href="https://pypi.org/project/databend-sqlalchemy/" target="_blank" rel="noopener noreferrer">databend-sqlalchemy</a>.
 Superset has been tested on <code>databend-sqlalchemy&gt;=0.2.3</code>.</p><p>The recommended connection string is:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">databend://{username}:{password}@{host}:{port}/{database_name}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Here&#x27;s a connection string example of Superset connecting to a Databend database:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">databend://user:password@localhost:8000/default?secure=false</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/databend.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/yugabytedb"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">YugabyteDB</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/firebolt"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Firebolt</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#databend" class="table-of-contents__link toc-highlight">Databend</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="databricks">Databricks<a href="#databricks" class="hash-link" aria-label="Direct link to Databricks" title="Direct link to Databricks">​</a></h2><p>Databricks now offer a native DB API 2.0 driver, <code>databricks-sql-connector</code>, that can be used with the <code>sqlalchemy-databricks</code> dialect. You can install both with:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;apache-superset[databricks]&quot;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To use the Hive connector you need the following information from your cluster:</p><ul><li>Server hostname</li><li>Port</li><li>HTTP path</li></ul><p>These can be found under &quot;Configuration&quot; -&gt; &quot;Advanced Options&quot; -&gt; &quot;JDBC/ODBC&quot;.</p><p>You also need an access token from &quot;Settings&quot; -&gt; &quot;User Settings&quot; -&gt; &quot;Access Tokens&quot;.</p><p>Once you have all this information, add a database of type &quot;Databricks Native Connector&quot; and use the following SQLAlchemy URI:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">databricks+connector://token:{access_token}@{server_hostname}:{port}/{database_name}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You also need to add the following configuration to &quot;Other&quot; -&gt; &quot;Engine Parameters&quot;, with your HTTP path:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token property" style="color:#36acaa">&quot;connect_args&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">&quot;http_path&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;sql/protocolv1/o/****&quot;</span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="older-driver">Older driver<a href="#older-driver" class="hash-link" aria-label="Direct link to Older driver" title="Direct link to Older driver">​</a></h2><p>Originally Superset used <code>databricks-dbapi</code> to connect to Databricks. You might want to try it if you&#x27;re having problems with the official Databricks connector:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;databricks-dbapi[sqlalchemy]&quot;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>There are two ways to connect to Databricks when using <code>databricks-dbapi</code>: using a Hive connector or an ODBC connector. Both ways work similarly, but only ODBC can be used to connect to <a href="https://docs.databricks.com/sql/admin/sql-endpoints.html" target="_blank" rel="noopener noreferrer">SQL endpoints</a>.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="hive">Hive<a href="#hive" class="hash-link" aria-label="Direct link to Hive" title="Direct link to Hive">​</a></h3><p>To connect to a Hive cluster add a database of type &quot;Databricks Interactive Cluster&quot; in Superset, and use the following SQLAlchemy URI:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">databricks+pyhive://token:{access_token}@{server_hostname}:{port}/{database_name}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You also need to add the following configuration to &quot;Other&quot; -&gt; &quot;Engine Parameters&quot;, with your HTTP path:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">&quot;connect_args&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">&quot;http_path&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;sql/protocolv1/o/****&quot;</span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="odbc">ODBC<a href="#odbc" class="hash-link" aria-label="Direct link to ODBC" title="Direct link to ODBC">​</a></h3><p>For ODBC you first need to install the <a href="https://databricks.com/spark/odbc-drivers-download" target="_blank" rel="noopener noreferrer">ODBC drivers for your platform</a>.</p><p>For a regular connection use this as the SQLAlchemy URI after selecting either &quot;Databricks Interactive Cluster&quot; or &quot;Databricks SQL Endpoint&quot; for the database, depending on your use case:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">databricks+pyodbc://token:{access_token}@{server_hostname}:{port}/{database_name}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>And for the connection arguments:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">&quot;connect_args&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">&quot;http_path&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;sql/protocolv1/o/****&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token property" style="color:#36acaa">&quot;driver_path&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;/path/to/odbc/driver&quot;</span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The driver path should be:</p><ul><li><code>/Library/simba/spark/lib/libsparkodbc_sbu.dylib</code> (Mac OS)</li><li><code>/opt/simba/spark/lib/64/libsparkodbc_sb64.so</code> (Linux)</li></ul><p>For a connection to a SQL endpoint you need to use the HTTP path from the endpoint:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">&quot;connect_args&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">&quot;http_path&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;/sql/1.0/endpoints/****&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token property" style="color:#36acaa">&quot;driver_path&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;/path/to/odbc/driver&quot;</span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" 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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Databricks</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="databricks">Databricks<a href="#databricks" class="hash-link" aria-label="Direct link to Databricks" title="Direct link to Databricks">​</a></h2><p>Databricks now offer a native DB API 2.0 driver, <code>databricks-sql-connector</code>, that can be used with the <code>sqlalchemy-databricks</code> dialect. You can install both with:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;apache-superset[databricks]&quot;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To use the Hive connector you need the following information from your cluster:</p><ul><li>Server hostname</li><li>Port</li><li>HTTP path</li></ul><p>These can be found under &quot;Configuration&quot; -&gt; &quot;Advanced Options&quot; -&gt; &quot;JDBC/ODBC&quot;.</p><p>You also need an access token from &quot;Settings&quot; -&gt; &quot;User Settings&quot; -&gt; &quot;Access Tokens&quot;.</p><p>Once you have all this information, add a database of type &quot;Databricks Native Connector&quot; and use the following SQLAlchemy URI:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">databricks+connector://token:{access_token}@{server_hostname}:{port}/{database_name}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You also need to add the following configuration to &quot;Other&quot; -&gt; &quot;Engine Parameters&quot;, with your HTTP path:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token property" style="color:#36acaa">&quot;connect_args&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">&quot;http_path&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;sql/protocolv1/o/****&quot;</span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="older-driver">Older driver<a href="#older-driver" class="hash-link" aria-label="Direct link to Older driver" title="Direct link to Older driver">​</a></h2><p>Originally Superset used <code>databricks-dbapi</code> to connect to Databricks. You might want to try it if you&#x27;re having problems with the official Databricks connector:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;databricks-dbapi[sqlalchemy]&quot;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>There are two ways to connect to Databricks when using <code>databricks-dbapi</code>: using a Hive connector or an ODBC connector. Both ways work similarly, but only ODBC can be used to connect to <a href="https://docs.databricks.com/sql/admin/sql-endpoints.html" target="_blank" rel="noopener noreferrer">SQL endpoints</a>.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="hive">Hive<a href="#hive" class="hash-link" aria-label="Direct link to Hive" title="Direct link to Hive">​</a></h3><p>To connect to a Hive cluster add a database of type &quot;Databricks Interactive Cluster&quot; in Superset, and use the following SQLAlchemy URI:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">databricks+pyhive://token:{access_token}@{server_hostname}:{port}/{database_name}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You also need to add the following configuration to &quot;Other&quot; -&gt; &quot;Engine Parameters&quot;, with your HTTP path:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">&quot;connect_args&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">&quot;http_path&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;sql/protocolv1/o/****&quot;</span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="odbc">ODBC<a href="#odbc" class="hash-link" aria-label="Direct link to ODBC" title="Direct link to ODBC">​</a></h3><p>For ODBC you first need to install the <a href="https://databricks.com/spark/odbc-drivers-download" target="_blank" rel="noopener noreferrer">ODBC drivers for your platform</a>.</p><p>For a regular connection use this as the SQLAlchemy URI after selecting either &quot;Databricks Interactive Cluster&quot; or &quot;Databricks SQL Endpoint&quot; for the database, depending on your use case:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">databricks+pyodbc://token:{access_token}@{server_hostname}:{port}/{database_name}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>And for the connection arguments:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">&quot;connect_args&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">&quot;http_path&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;sql/protocolv1/o/****&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token property" style="color:#36acaa">&quot;driver_path&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;/path/to/odbc/driver&quot;</span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The driver path should be:</p><ul><li><code>/Library/simba/spark/lib/libsparkodbc_sbu.dylib</code> (Mac OS)</li><li><code>/opt/simba/spark/lib/64/libsparkodbc_sb64.so</code> (Linux)</li></ul><p>For a connection to a SQL endpoint you need to use the HTTP path from the endpoint:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">&quot;connect_args&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">&quot;http_path&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;/sql/1.0/endpoints/****&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token property" style="color:#36acaa">&quot;driver_path&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;/path/to/odbc/driver&quot;</span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" 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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Using Database Connection UI</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><p>Here is the documentation on how to leverage the new DB Connection UI. This will provide admins the ability to enhance the UX for users who want to connect to new databases.</p><p><img loading="lazy" src="https://user-images.githubusercontent.com/27827808/125499607-94e300aa-1c0f-4c60-b199-3f9de41060a3.gif" alt="db-conn-docs" class="img_ev3q"></p><p>There are now 3 steps when connecting to a database in the new UI:</p><p>Step 1: First the admin must inform superset what engine they want to connect to. This page is powered by the <code>/available</code> endpoint which pulls on the engines currently installed in your environment, so that only supported databases are shown.</p><p>Step 2: Next, the admin is prompted to enter database specific parameters. Depending on whether there is a dynamic form available for that specific engine, the admin will either see the new custom form or the legacy SQLAlchemy form. We currently have built dynamic forms for (Redshift, MySQL, Postgres, and BigQuery). The new form prompts the user for the parameters needed to connect (for example, username, password, host, port, etc.) and provides immediate feedback on errors.</p><p>Step 3: Finally, once the admin has connected to their DB using the dynamic form they have the opportunity to update any optional advanced settings.</p><p>We hope this feature will help eliminate a huge bottleneck for users to get into the application and start crafting datasets.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="how-to-setup-up-preferred-database-options-and-images">How to setup up preferred database options and images<a href="#how-to-setup-up-preferred-database-options-and-images" class="hash-link" aria-label="Direct link to How to setup up preferred database options and images" title="Direct link to How to setup up preferred database options and images">​</a></h3><p>We added a new configuration option where the admin can define their preferred databases, in order:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token comment" style="color:#999988;font-style:italic"># A list of preferred databases, in order. These databases will be</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># displayed prominently in the &quot;Add Database&quot; dialog. You should</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># use the &quot;engine_name&quot; attribute of the corresponding DB engine spec</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># in `superset/db_engine_specs/`.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">PREFERRED_DATABASES</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token builtin">list</span><span class="token punctuation" style="color:#393A34">[</span><span class="token builtin">str</span><span class="token punctuation" style="color:#393A34">]</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token string" style="color:#e3116c">&quot;PostgreSQL&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token string" style="color:#e3116c">&quot;Presto&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token string" style="color:#e3116c">&quot;MySQL&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token string" style="color:#e3116c">&quot;SQLite&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>For copyright reasons the logos for each database are not distributed with Superset.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="setting-images">Setting images<a href="#setting-images" class="hash-link" aria-label="Direct link to Setting images" title="Direct link to Setting images">​</a></h3><ul><li>To set the images of your preferred database, admins must create a mapping in the <code>superset_text.yml</code> file with engine and location of the image. The image can be host locally inside your static/file directory or online (e.g. S3)</li></ul><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">DB_IMAGES</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">  postgresql</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;path/to/image/postgres.jpg&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">  bigquery</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;path/to/s3bucket/bigquery.jpg&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">  snowflake</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;path/to/image/snowflake.jpg&quot;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="how-to-add-new-database-engines-to-available-endpoint">How to add new database engines to available endpoint<a href="#how-to-add-new-database-engines-to-available-endpoint" class="hash-link" aria-label="Direct link to How to add new database engines to available endpoint" title="Direct link to How to add new database engines to available endpoint">​</a></h3><p>Currently the new modal supports the following databases:</p><ul><li>Postgres</li><li>Redshift</li><li>MySQL</li><li>BigQuery</li></ul><p>When the user selects a database not in this list they will see the old dialog asking for the SQLAlchemy URI. New databases can be added gradually to the new flow. In order to support the rich configuration a DB engine spec needs to have the following attributes:</p><ol><li><code>parameters_schema</code>: a Marshmallow schema defining the parameters needed to configure the database. For Postgres this includes username, password, host, port, etc. (<a href="https://github.com/apache/superset/blob/accee507c0819cd0d7bcfb5a3e1199bc81eeebf2/superset/db_engine_specs/base.py#L1309-L1320" target="_blank" rel="noopener noreferrer">see</a>).</li><li><code>default_driver</code>: the name of the recommended driver for the DB engine spec. Many SQLAlchemy dialects support multiple drivers, but usually one is the official recommendation. For Postgres we use &quot;psycopg2&quot;.</li><li><code>sqlalchemy_uri_placeholder</code>: a string that helps the user in case they want to type the URI directly.</li><li><code>encryption_parameters</code>: parameters used to build the URI when the user opts for an encrypted connection. For Postgres this is <code>{&quot;sslmode&quot;: &quot;require&quot;}</code>.</li></ol><p>In addition, the DB engine spec must implement these class methods:</p><ul><li><code>build_sqlalchemy_uri(cls, parameters, encrypted_extra)</code>: this method receives the distinct parameters and builds the URI from them.</li><li><code>get_parameters_from_uri(cls, uri, encrypted_extra)</code>: this method does the opposite, extracting the parameters from a given URI.</li><li><code>validate_parameters(cls, parameters)</code>: this method is used for <code>onBlur</code> validation of the form. It should return a list of <code>SupersetError</code> indicating which parameters are missing, and which parameters are definitely incorrect (<a href="https://github.com/apache/superset/blob/accee507c0819cd0d7bcfb5a3e1199bc81eeebf2/superset/db_engine_specs/base.py#L1404" target="_blank" rel="noopener noreferrer">example</a>).</li></ul><p>For databases like MySQL and Postgres that use the standard format of <code>engine+driver://user:password@host:port/dbname</code> all you need to do is add the <code>BasicParametersMixin</code> to the DB engine spec, and then define the parameters 2-4 (<code>parameters_schema</code> is already present in the mixin).</p><p>For other databases you need to implement these methods yourself. 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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Using Database Connection UI</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><p>Here is the documentation on how to leverage the new DB Connection UI. This will provide admins the ability to enhance the UX for users who want to connect to new databases.</p><p><img loading="lazy" src="https://user-images.githubusercontent.com/27827808/125499607-94e300aa-1c0f-4c60-b199-3f9de41060a3.gif" alt="db-conn-docs" class="img_ev3q"></p><p>There are now 3 steps when connecting to a database in the new UI:</p><p>Step 1: First the admin must inform superset what engine they want to connect to. This page is powered by the <code>/available</code> endpoint which pulls on the engines currently installed in your environment, so that only supported databases are shown.</p><p>Step 2: Next, the admin is prompted to enter database specific parameters. Depending on whether there is a dynamic form available for that specific engine, the admin will either see the new custom form or the legacy SQLAlchemy form. We currently have built dynamic forms for (Redshift, MySQL, Postgres, and BigQuery). The new form prompts the user for the parameters needed to connect (for example, username, password, host, port, etc.) and provides immediate feedback on errors.</p><p>Step 3: Finally, once the admin has connected to their DB using the dynamic form they have the opportunity to update any optional advanced settings.</p><p>We hope this feature will help eliminate a huge bottleneck for users to get into the application and start crafting datasets.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="how-to-setup-up-preferred-database-options-and-images">How to setup up preferred database options and images<a href="#how-to-setup-up-preferred-database-options-and-images" class="hash-link" aria-label="Direct link to How to setup up preferred database options and images" title="Direct link to How to setup up preferred database options and images">​</a></h3><p>We added a new configuration option where the admin can define their preferred databases, in order:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token comment" style="color:#999988;font-style:italic"># A list of preferred databases, in order. These databases will be</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># displayed prominently in the &quot;Add Database&quot; dialog. You should</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># use the &quot;engine_name&quot; attribute of the corresponding DB engine spec</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># in `superset/db_engine_specs/`.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">PREFERRED_DATABASES</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token builtin">list</span><span class="token punctuation" style="color:#393A34">[</span><span class="token builtin">str</span><span class="token punctuation" style="color:#393A34">]</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token string" style="color:#e3116c">&quot;PostgreSQL&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token string" style="color:#e3116c">&quot;Presto&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token string" style="color:#e3116c">&quot;MySQL&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token string" style="color:#e3116c">&quot;SQLite&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>For copyright reasons the logos for each database are not distributed with Superset.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="setting-images">Setting images<a href="#setting-images" class="hash-link" aria-label="Direct link to Setting images" title="Direct link to Setting images">​</a></h3><ul><li>To set the images of your preferred database, admins must create a mapping in the <code>superset_text.yml</code> file with engine and location of the image. The image can be host locally inside your static/file directory or online (e.g. S3)</li></ul><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">DB_IMAGES</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">  postgresql</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;path/to/image/postgres.jpg&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">  bigquery</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;path/to/s3bucket/bigquery.jpg&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">  snowflake</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;path/to/image/snowflake.jpg&quot;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="how-to-add-new-database-engines-to-available-endpoint">How to add new database engines to available endpoint<a href="#how-to-add-new-database-engines-to-available-endpoint" class="hash-link" aria-label="Direct link to How to add new database engines to available endpoint" title="Direct link to How to add new database engines to available endpoint">​</a></h3><p>Currently the new modal supports the following databases:</p><ul><li>Postgres</li><li>Redshift</li><li>MySQL</li><li>BigQuery</li></ul><p>When the user selects a database not in this list they will see the old dialog asking for the SQLAlchemy URI. New databases can be added gradually to the new flow. In order to support the rich configuration a DB engine spec needs to have the following attributes:</p><ol><li><code>parameters_schema</code>: a Marshmallow schema defining the parameters needed to configure the database. For Postgres this includes username, password, host, port, etc. (<a href="https://github.com/apache/superset/blob/accee507c0819cd0d7bcfb5a3e1199bc81eeebf2/superset/db_engine_specs/base.py#L1309-L1320" target="_blank" rel="noopener noreferrer">see</a>).</li><li><code>default_driver</code>: the name of the recommended driver for the DB engine spec. Many SQLAlchemy dialects support multiple drivers, but usually one is the official recommendation. For Postgres we use &quot;psycopg2&quot;.</li><li><code>sqlalchemy_uri_placeholder</code>: a string that helps the user in case they want to type the URI directly.</li><li><code>encryption_parameters</code>: parameters used to build the URI when the user opts for an encrypted connection. For Postgres this is <code>{&quot;sslmode&quot;: &quot;require&quot;}</code>.</li></ol><p>In addition, the DB engine spec must implement these class methods:</p><ul><li><code>build_sqlalchemy_uri(cls, parameters, encrypted_extra)</code>: this method receives the distinct parameters and builds the URI from them.</li><li><code>get_parameters_from_uri(cls, uri, encrypted_extra)</code>: this method does the opposite, extracting the parameters from a given URI.</li><li><code>validate_parameters(cls, parameters)</code>: this method is used for <code>onBlur</code> validation of the form. It should return a list of <code>SupersetError</code> indicating which parameters are missing, and which parameters are definitely incorrect (<a href="https://github.com/apache/superset/blob/accee507c0819cd0d7bcfb5a3e1199bc81eeebf2/superset/db_engine_specs/base.py#L1404" target="_blank" rel="noopener noreferrer">example</a>).</li></ul><p>For databases like MySQL and Postgres that use the standard format of <code>engine+driver://user:password@host:port/dbname</code> all you need to do is add the <code>BasicParametersMixin</code> to the DB engine spec, and then define the parameters 2-4 (<code>parameters_schema</code> is already present in the mixin).</p><p>For other databases you need to implement these methods yourself. The BigQuery DB engine spec is a good example of how to do that.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/db-connection-ui.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/docker-add-drivers"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Adding New Drivers in Docker</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/athena"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Amazon Athena</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#how-to-setup-up-preferred-database-options-and-images" class="table-of-contents__link toc-highlight">How to setup up preferred database options and images</a></li><li><a href="#setting-images" class="table-of-contents__link toc-highlight">Setting images</a></li><li><a href="#how-to-add-new-database-engines-to-available-endpoint" class="table-of-contents__link toc-highlight">How to add new database engines to available endpoint</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Adding New Drivers in Docker</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="adding-new-database-drivers-in-docker">Adding New Database Drivers in Docker<a href="#adding-new-database-drivers-in-docker" class="hash-link" aria-label="Direct link to Adding New Database Drivers in Docker" title="Direct link to Adding New Database Drivers in Docker">​</a></h2><p>Superset requires a Python database driver to be installed for each additional type of database you want to connect to.</p><p>In this example, we&#x27;ll walk through how to install the MySQL connector library. The connector library installation process is the same for all additional libraries.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="1-determine-the-driver-you-need">1. Determine the driver you need<a href="#1-determine-the-driver-you-need" class="hash-link" aria-label="Direct link to 1. Determine the driver you need" title="Direct link to 1. Determine the driver you need">​</a></h3><p>Consult the <a href="/docs/databases/installing-database-drivers">list of database drivers</a> and find the PyPI package needed to connect to your database. In this example, we&#x27;re connecting to a MySQL database, so we&#x27;ll need the <code>mysqlclient</code> connector library.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="2-install-the-driver-in-the-container">2. Install the driver in the container<a href="#2-install-the-driver-in-the-container" class="hash-link" aria-label="Direct link to 2. Install the driver in the container" title="Direct link to 2. Install the driver in the container">​</a></h3><p>We need to get the <code>mysqlclient</code> library installed into the Superset docker container (it doesn&#x27;t matter if it&#x27;s installed on the host machine). We could enter the running container with <code>docker exec -it &lt;container_name&gt; bash</code> and run <code>pip install mysqlclient</code> there, but that wouldn&#x27;t persist permanently.</p><p>To address this, the Superset <code>docker compose</code> deployment uses the convention of a <code>requirements-local.txt</code> file. All packages listed in this file will be installed into the container from PyPI at runtime. This file will be ignored by Git for the purposes of local development.</p><p>Create the file <code>requirements-local.txt</code> in a subdirectory called <code>docker</code> that exists in the directory with your <code>docker-compose.yml</code> or <code>docker-compose-non-dev.yml</code> file.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain"># Run from the repo root:</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">touch ./docker/requirements-local.txt</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Add the driver identified in step above.  You can use a text editor or do it from the command line like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">echo &quot;mysqlclient&quot; &gt;&gt; ./docker/requirements-local.txt</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><strong>If you are running a stock (non-customized) Superset image</strong>, you are done.  Launch Superset with <code>docker compose -f docker-compose-non-dev.yml up</code> and the driver should be present.</p><p>You can check its presence by entering the running container with <code>docker exec -it &lt;container_name&gt; bash</code> and running <code>pip freeze</code>.  The PyPI package should be present in the printed list.</p><p><strong>If you&#x27;re running a customized docker image</strong>, rebuild your local image with the new driver baked in:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">docker compose build --force-rm</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>After the rebuild of the Docker images is complete, relaunch Superset by running <code>docker compose up</code>.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="3-connect-to-mysql">3. Connect to MySQL<a href="#3-connect-to-mysql" class="hash-link" aria-label="Direct link to 3. Connect to MySQL" title="Direct link to 3. Connect to MySQL">​</a></h3><p>Now that you&#x27;ve got a MySQL driver installed in your container, you should be able to connect to your database via the Superset web UI.</p><p>As an admin user, go to Settings -&gt; Data: Database Connections and click the +DATABASE button. From there, follow the steps on the <a href="https://superset.apache.org/docs/databases/db-connection-ui" target="_blank" rel="noopener noreferrer">Using Database Connection UI page</a>.</p><p>Consult the page for your specific database type in the Superset documentation to determine the connection string and any other parameters you need to input.  For instance, on the <a href="https://superset.apache.org/docs/databases/mysql" target="_blank" rel="noopener noreferrer">MySQL page</a>, we see that the connection string to a local MySQL database differs depending on whether the setup is running on Linux or Mac.</p><p>Click the “Test Connection” button, which should result in a popup message saying, &quot;Connection looks good!&quot;.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="4-troubleshooting">4. Troubleshooting<a href="#4-troubleshooting" class="hash-link" aria-label="Direct link to 4. Troubleshooting" title="Direct link to 4. Troubleshooting">​</a></h3><p>If the test fails, review your docker logs for error messages.  Superset uses SQLAlchemy to connect to databases; to troubleshoot the connection string for your database, you might start Python in the Superset application container or host environment and try to connect directly to the desired database and fetch data. This eliminates Superset for the purposes of isolating the problem.</p><p>Repeat this process for each different type of database you want Superset to be able to connect to.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/docker-add-drivers.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/installing-database-drivers"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Installing Database Drivers</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/db-connection-ui"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Using Database Connection UI</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#adding-new-database-drivers-in-docker" class="table-of-contents__link toc-highlight">Adding New Database Drivers in Docker</a><ul><li><a href="#1-determine-the-driver-you-need" class="table-of-contents__link toc-highlight">1. Determine the driver you need</a></li><li><a href="#2-install-the-driver-in-the-container" class="table-of-contents__link toc-highlight">2. Install the driver in the container</a></li><li><a href="#3-connect-to-mysql" class="table-of-contents__link toc-highlight">3. Connect to MySQL</a></li><li><a href="#4-troubleshooting" class="table-of-contents__link toc-highlight">4. Troubleshooting</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Adding New Drivers in Docker</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="adding-new-database-drivers-in-docker">Adding New Database Drivers in Docker<a href="#adding-new-database-drivers-in-docker" class="hash-link" aria-label="Direct link to Adding New Database Drivers in Docker" title="Direct link to Adding New Database Drivers in Docker">​</a></h2><p>Superset requires a Python database driver to be installed for each additional type of database you want to connect to.</p><p>In this example, we&#x27;ll walk through how to install the MySQL connector library. The connector library installation process is the same for all additional libraries.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="1-determine-the-driver-you-need">1. Determine the driver you need<a href="#1-determine-the-driver-you-need" class="hash-link" aria-label="Direct link to 1. Determine the driver you need" title="Direct link to 1. Determine the driver you need">​</a></h3><p>Consult the <a href="/docs/databases/installing-database-drivers">list of database drivers</a> and find the PyPI package needed to connect to your database. In this example, we&#x27;re connecting to a MySQL database, so we&#x27;ll need the <code>mysqlclient</code> connector library.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="2-install-the-driver-in-the-container">2. Install the driver in the container<a href="#2-install-the-driver-in-the-container" class="hash-link" aria-label="Direct link to 2. Install the driver in the container" title="Direct link to 2. Install the driver in the container">​</a></h3><p>We need to get the <code>mysqlclient</code> library installed into the Superset docker container (it doesn&#x27;t matter if it&#x27;s installed on the host machine). We could enter the running container with <code>docker exec -it &lt;container_name&gt; bash</code> and run <code>pip install mysqlclient</code> there, but that wouldn&#x27;t persist permanently.</p><p>To address this, the Superset <code>docker compose</code> deployment uses the convention of a <code>requirements-local.txt</code> file. All packages listed in this file will be installed into the container from PyPI at runtime. This file will be ignored by Git for the purposes of local development.</p><p>Create the file <code>requirements-local.txt</code> in a subdirectory called <code>docker</code> that exists in the directory with your <code>docker-compose.yml</code> or <code>docker-compose-non-dev.yml</code> file.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain"># Run from the repo root:</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">touch ./docker/requirements-local.txt</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Add the driver identified in step above.  You can use a text editor or do it from the command line like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">echo &quot;mysqlclient&quot; &gt;&gt; ./docker/requirements-local.txt</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><strong>If you are running a stock (non-customized) Superset image</strong>, you are done.  Launch Superset with <code>docker compose -f docker-compose-non-dev.yml up</code> and the driver should be present.</p><p>You can check its presence by entering the running container with <code>docker exec -it &lt;container_name&gt; bash</code> and running <code>pip freeze</code>.  The PyPI package should be present in the printed list.</p><p><strong>If you&#x27;re running a customized docker image</strong>, rebuild your local image with the new driver baked in:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">docker compose build --force-rm</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>After the rebuild of the Docker images is complete, relaunch Superset by running <code>docker compose up</code>.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="3-connect-to-mysql">3. Connect to MySQL<a href="#3-connect-to-mysql" class="hash-link" aria-label="Direct link to 3. Connect to MySQL" title="Direct link to 3. Connect to MySQL">​</a></h3><p>Now that you&#x27;ve got a MySQL driver installed in your container, you should be able to connect to your database via the Superset web UI.</p><p>As an admin user, go to Settings -&gt; Data: Database Connections and click the +DATABASE button. From there, follow the steps on the <a href="https://superset.apache.org/docs/databases/db-connection-ui" target="_blank" rel="noopener noreferrer">Using Database Connection UI page</a>.</p><p>Consult the page for your specific database type in the Superset documentation to determine the connection string and any other parameters you need to input.  For instance, on the <a href="https://superset.apache.org/docs/databases/mysql" target="_blank" rel="noopener noreferrer">MySQL page</a>, we see that the connection string to a local MySQL database differs depending on whether the setup is running on Linux or Mac.</p><p>Click the “Test Connection” button, which should result in a popup message saying, &quot;Connection looks good!&quot;.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="4-troubleshooting">4. Troubleshooting<a href="#4-troubleshooting" class="hash-link" aria-label="Direct link to 4. Troubleshooting" title="Direct link to 4. Troubleshooting">​</a></h3><p>If the test fails, review your docker logs for error messages.  Superset uses SQLAlchemy to connect to databases; to troubleshoot the connection string for your database, you might start Python in the Superset application container or host environment and try to connect directly to the desired database and fetch data. This eliminates Superset for the purposes of isolating the problem.</p><p>Repeat this process for each different type of database you want Superset to be able to connect to.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/docker-add-drivers.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/installing-database-drivers"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Installing Database Drivers</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/db-connection-ui"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Using Database Connection UI</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#adding-new-database-drivers-in-docker" class="table-of-contents__link toc-highlight">Adding New Database Drivers in Docker</a><ul><li><a href="#1-determine-the-driver-you-need" class="table-of-contents__link toc-highlight">1. 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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Apache Doris</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="doris">Doris<a href="#doris" class="hash-link" aria-label="Direct link to Doris" title="Direct link to Doris">​</a></h2><p>The <a href="https://pypi.org/project/pydoris/" target="_blank" rel="noopener noreferrer">sqlalchemy-doris</a> library is the recommended way to connect to Apache Doris through SQLAlchemy.</p><p>You&#x27;ll need the following setting values to form the connection string:</p><ul><li><strong>User</strong>: User Name</li><li><strong>Password</strong>: Password</li><li><strong>Host</strong>: Doris FE Host</li><li><strong>Port</strong>: Doris FE port</li><li><strong>Catalog</strong>: Catalog Name</li><li><strong>Database</strong>: Database Name</li></ul><p>Here&#x27;s what the connection string looks like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">doris://&lt;User&gt;:&lt;Password&gt;@&lt;Host&gt;:&lt;Port&gt;/&lt;Catalog&gt;.&lt;Database&gt;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" 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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Apache Doris</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="doris">Doris<a href="#doris" class="hash-link" aria-label="Direct link to Doris" title="Direct link to Doris">​</a></h2><p>The <a href="https://pypi.org/project/pydoris/" target="_blank" rel="noopener noreferrer">sqlalchemy-doris</a> library is the recommended way to connect to Apache Doris through SQLAlchemy.</p><p>You&#x27;ll need the following setting values to form the connection string:</p><ul><li><strong>User</strong>: User Name</li><li><strong>Password</strong>: Password</li><li><strong>Host</strong>: Doris FE Host</li><li><strong>Port</strong>: Doris FE port</li><li><strong>Catalog</strong>: Catalog Name</li><li><strong>Database</strong>: Database Name</li></ul><p>Here&#x27;s what the connection string looks like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">doris://&lt;User&gt;:&lt;Password&gt;@&lt;Host&gt;:&lt;Port&gt;/&lt;Catalog&gt;.&lt;Database&gt;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" 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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Dremio</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="dremio">Dremio<a href="#dremio" class="hash-link" aria-label="Direct link to Dremio" title="Direct link to Dremio">​</a></h2><p>The recommended connector library for Dremio is
 <a href="https://pypi.org/project/sqlalchemy-dremio/" target="_blank" rel="noopener noreferrer">sqlalchemy_dremio</a>.</p><p>The expected connection string for ODBC (Default port is 31010) is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">dremio://{username}:{password}@{host}:{port}/{database_name}/dremio?SSL=1</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The expected connection string for Arrow Flight (Dremio 4.9.1+. Default port is 32010) is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">dremio+flight://{username}:{password}@{host}:{port}/dremio</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>This <a href="https://www.dremio.com/tutorials/dremio-apache-superset/" target="_blank" rel="noopener noreferrer">blog post by Dremio</a> has some
 additional helpful instructions on connecting Superset to Dremio.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/dremio.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/risingwave"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">RisingWave</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/elasticsearch"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Elasticsearch</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#dremio" class="table-of-contents__link toc-highlight">Dremio</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Apache Drill</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="apache-drill">Apache Drill<a href="#apache-drill" class="hash-link" aria-label="Direct link to Apache Drill" title="Direct link to Apache Drill">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="sqlalchemy">SQLAlchemy<a href="#sqlalchemy" class="hash-link" aria-label="Direct link to SQLAlchemy" title="Direct link to SQLAlchemy">​</a></h3><p>The recommended way to connect to Apache Drill is through SQLAlchemy. You can use the
 <a href="https://github.com/JohnOmernik/sqlalchemy-drill" target="_blank" rel="noopener noreferrer">sqlalchemy-drill</a> package.</p><p>Once that is done, you can connect to Drill in two ways, either via the REST interface or by JDBC.
 If you are connecting via JDBC, you must have the Drill JDBC Driver installed.</p><p>The basic connection string for Drill looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">drill+sadrill://&lt;username&gt;:&lt;password&gt;@&lt;host&gt;:&lt;port&gt;/&lt;storage_plugin&gt;?use_ssl=True</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To connect to Drill running on a local machine running in embedded mode you can use the following
 connection string:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">drill+sadrill://localhost:8047/dfs?use_ssl=False</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="jdbc">JDBC<a href="#jdbc" class="hash-link" aria-label="Direct link to JDBC" title="Direct link to JDBC">​</a></h3><p>Connecting to Drill through JDBC is more complicated and we recommend following
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class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="apache-druid">Apache Druid<a href="#apache-druid" class="hash-link" aria-label="Direct link to Apache Druid" title="Direct link to Apache Druid">​</a></h2><p>A native connector to Druid ships with Superset (behind the <code>DRUID_IS_ACTIVE</code> flag) but this is
 slowly getting deprecated in favor of the SQLAlchemy / DBAPI connector made available in the
 <a href="https://pythonhosted.org/pydruid/" target="_blank" rel="noopener noreferrer">pydruid library</a>.</p><p>The connection string looks like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">druid://&lt;User&gt;:&lt;password&gt;@&lt;Host&gt;:&lt;Port-default-9088&gt;/druid/v2/sql</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Here&#x27;s a breakdown of the key components of this connection string:</p><ul><li><code>User</code>: username portion of the credentials needed to connect to your database</li><li><code>Password</code>: password portion of the credentials needed to connect to your database</li><li><code>Host</code>: IP address (or URL) of the host machine that&#x27;s running your database</li><li><code>Port</code>: specific port that&#x27;s exposed on your host machine where your database is running</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="customizing-druid-connection">Customizing Druid Connection<a href="#customizing-druid-connection" class="hash-link" aria-label="Direct link to Customizing Druid Connection" title="Direct link to Customizing Druid Connection">​</a></h3><p>When adding a connection to Druid, you can customize the connection a few different ways in the
 <strong>Add Database</strong> form.</p><p><strong>Custom Certificate</strong></p><p>You can add certificates in the <strong>Root Certificate</strong> field when configuring the new database
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tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">dynamodb://{aws_access_key_id}:{aws_secret_access_key}@dynamodb.{region_name}.amazonaws.com:443?connector=superset</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To get more documentation, please visit: <a 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class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="aws-dynamodb">AWS DynamoDB<a href="#aws-dynamodb" class="hash-link" aria-label="Direct link to AWS DynamoDB" title="Direct link to AWS DynamoDB">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="pydynamodb">PyDynamoDB<a href="#pydynamodb" class="hash-link" aria-label="Direct link to PyDynamoDB" title="Direct link to PyDynamoDB">​</a></h3><p><a href="https://pypi.org/project/PyDynamoDB/" target="_blank" rel="noopener noreferrer">PyDynamoDB</a> is a Python DB API 2.0 (PEP 249) client for Amazon DynamoDB.</p><p>The connection string for Amazon DynamoDB is as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">dynamodb://{aws_access_key_id}:{aws_secret_access_key}@dynamodb.{region_name}.amazonaws.com:443?connector=superset</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To get more documentation, please visit: <a 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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Elasticsearch</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="elasticsearch">Elasticsearch<a href="#elasticsearch" class="hash-link" aria-label="Direct link to Elasticsearch" title="Direct link to Elasticsearch">​</a></h2><p>The recommended connector library for Elasticsearch is
 <a href="https://github.com/preset-io/elasticsearch-dbapi" target="_blank" rel="noopener noreferrer">elasticsearch-dbapi</a>.</p><p>The connection string for Elasticsearch looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">elasticsearch+http://{user}:{password}@{host}:9200/</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><strong>Using HTTPS</strong></p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">elasticsearch+https://{user}:{password}@{host}:9200/</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Elasticsearch as a default limit of 10000 rows, so you can increase this limit on your cluster or
 set Superset’s row limit on config</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">ROW_LIMIT = 10000</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can query multiple indices on SQL Lab for example</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">SELECT timestamp, agent FROM &quot;logstash&quot;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>But, to use visualizations for multiple indices you need to create an alias index on your cluster</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">POST /_aliases</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    &quot;actions&quot; : [</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">        { &quot;add&quot; : { &quot;index&quot; : &quot;logstash-**&quot;, &quot;alias&quot; : &quot;logstash_all&quot; } }</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    ]</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Then register your table with the alias name logstash_all</p><p><strong>Time zone</strong></p><p>By default, Superset uses UTC time zone for elasticsearch query. If you need to specify a time zone,
 please edit your Database and enter the settings of your specified time zone in the Other &gt; ENGINE PARAMETERS:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    &quot;connect_args&quot;: {</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">        &quot;time_zone&quot;: &quot;Asia/Shanghai&quot;</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    }</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Another issue to note about the time zone problem is that before elasticsearch7.8, if you want to convert a string into a <code>DATETIME</code> object,
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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Exasol</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="exasol">Exasol<a href="#exasol" class="hash-link" aria-label="Direct link to Exasol" title="Direct link to Exasol">​</a></h2><p>The recommended connector library for Exasol is
 <a href="https://github.com/exasol/sqlalchemy-exasol" target="_blank" rel="noopener noreferrer">sqlalchemy-exasol</a>.</p><p>The connection string for Exasol looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">exa+pyodbc://{username}:{password}@{hostname}:{port}/my_schema?CONNECTIONLCALL=en_US.UTF-8&amp;driver=EXAODBC</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/exasol.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/elasticsearch"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Elasticsearch</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/bigquery"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Google BigQuery</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#exasol" class="table-of-contents__link toc-highlight">Exasol</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Firebird</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="firebird">Firebird<a href="#firebird" class="hash-link" aria-label="Direct link to Firebird" title="Direct link to Firebird">​</a></h2><p>The recommended connector library for Firebird is <a href="https://pypi.org/project/sqlalchemy-firebird/" target="_blank" rel="noopener noreferrer">sqlalchemy-firebird</a>.
 Superset has been tested on <code>sqlalchemy-firebird&gt;=0.7.0, &lt;0.8</code>.</p><p>The recommended connection string is:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">firebird+fdb://{username}:{password}@{host}:{port}//{path_to_db_file}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Here&#x27;s a connection string example of Superset connecting to a local Firebird database:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">firebird+fdb://SYSDBA:masterkey@192.168.86.38:3050//Library/Frameworks/Firebird.framework/Versions/A/Resources/examples/empbuild/employee.fdb</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/firebird.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/databricks"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Databricks</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/yugabytedb"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">YugabyteDB</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#firebird" class="table-of-contents__link toc-highlight">Firebird</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Firebolt</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="firebolt">Firebolt<a href="#firebolt" class="hash-link" aria-label="Direct link to Firebolt" title="Direct link to Firebolt">​</a></h2><p>The recommended connector library for Firebolt is <a href="https://pypi.org/project/firebolt-sqlalchemy/" target="_blank" rel="noopener noreferrer">firebolt-sqlalchemy</a>.
 Superset has been tested on <code>firebolt-sqlalchemy&gt;=0.0.1</code>.</p><p>The recommended connection string is:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">firebolt://{username}:{password}@{database}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">or</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">firebolt://{username}:{password}@{database}/{engine_name}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Here&#x27;s a connection string example of Superset connecting to a Firebolt database:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">firebolt://email@domain:password@sample_database</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">or</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">firebolt://email@domain:password@sample_database/sample_engine</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/firebolt.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/databend"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Databend</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/extra-settings"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Extra Database Settings</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#firebolt" class="table-of-contents__link toc-highlight">Firebolt</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="hana">Hana<a href="#hana" class="hash-link" aria-label="Direct link to Hana" title="Direct link to Hana">​</a></h2><p>The recommended connector library is <a href="https://github.com/SAP/sqlalchemy-hana" target="_blank" rel="noopener noreferrer">sqlalchemy-hana</a>.</p><p>The connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">hana://{username}:{password}@{host}:{port}</span><br></span></code></pre><div class="buttonGroup__atx"><button 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0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/google-sheets"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Google Sheets</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/ibm-db2"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">IBM DB2</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#hana" class="table-of-contents__link toc-highlight">Hana</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div 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class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="apache-hive">Apache Hive<a href="#apache-hive" class="hash-link" aria-label="Direct link to Apache Hive" title="Direct link to Apache Hive">​</a></h2><p>The <a href="https://pypi.org/project/PyHive/" target="_blank" rel="noopener noreferrer">pyhive</a> library is the recommended way to connect to Hive through SQLAlchemy.</p><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">hive://hive@{hostname}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/hive.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 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class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="apache-hive">Apache Hive<a href="#apache-hive" class="hash-link" aria-label="Direct link to Apache Hive" title="Direct link to Apache Hive">​</a></h2><p>The <a href="https://pypi.org/project/PyHive/" target="_blank" rel="noopener noreferrer">pyhive</a> library is the recommended way to connect to Hive through SQLAlchemy.</p><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">hive://hive@{hostname}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/hive.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 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class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="hologres">Hologres<a href="#hologres" class="hash-link" aria-label="Direct link to Hologres" title="Direct link to Hologres">​</a></h2><p>Hologres is a real-time interactive analytics service developed by Alibaba Cloud. It is fully compatible with PostgreSQL 11 and integrates seamlessly with the big data ecosystem.</p><p>Hologres sample connection parameters:</p><ul><li><strong>User Name</strong>: The AccessKey ID of your Alibaba Cloud account.</li><li><strong>Password</strong>: The AccessKey secret of your Alibaba Cloud account.</li><li><strong>Database Host</strong>: The public endpoint of the Hologres instance.</li><li><strong>Database Name</strong>: The name of the Hologres database.</li><li><strong>Port</strong>: The port number of the Hologres instance.</li></ul><p>The connection string looks like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">postgresql+psycopg2://{username}:{password}@{host}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/hologres.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/vertica"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Vertica</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/trino"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Trino</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#hologres" class="table-of-contents__link toc-highlight">Hologres</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Hologres</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="hologres">Hologres<a href="#hologres" class="hash-link" aria-label="Direct link to Hologres" title="Direct link to Hologres">​</a></h2><p>Hologres is a real-time interactive analytics service developed by Alibaba Cloud. It is fully compatible with PostgreSQL 11 and integrates seamlessly with the big data ecosystem.</p><p>Hologres sample connection parameters:</p><ul><li><strong>User Name</strong>: The AccessKey ID of your Alibaba Cloud account.</li><li><strong>Password</strong>: The AccessKey secret of your Alibaba Cloud account.</li><li><strong>Database Host</strong>: The public endpoint of the Hologres instance.</li><li><strong>Database Name</strong>: The name of the Hologres database.</li><li><strong>Port</strong>: The port number of the Hologres instance.</li></ul><p>The connection string looks like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">postgresql+psycopg2://{username}:{password}@{host}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/hologres.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/vertica"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Vertica</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/trino"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Trino</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#hologres" class="table-of-contents__link toc-highlight">Hologres</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">IBM DB2</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="ibm-db2">IBM DB2<a href="#ibm-db2" class="hash-link" aria-label="Direct link to IBM DB2" title="Direct link to IBM DB2">​</a></h2><p>The <a href="https://github.com/ibmdb/python-ibmdbsa/tree/master/ibm_db_sa" target="_blank" rel="noopener noreferrer">IBM_DB_SA</a> library provides a
 Python / SQLAlchemy interface to IBM Data Servers.</p><p>Here&#x27;s the recommended connection string:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">db2+ibm_db://{username}:{passport}@{hostname}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>There are two DB2 dialect versions implemented in SQLAlchemy. If you are connecting to a DB2 version without <code>LIMIT [n]</code> syntax, the recommended connection string to be able to use the SQL Lab is:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">ibm_db_sa://{username}:{passport}@{hostname}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/ibm-db2.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/hana"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Hana</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/netezza"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">IBM Netezza Performance Server</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#ibm-db2" class="table-of-contents__link toc-highlight">IBM DB2</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="apache-impala">Apache Impala<a href="#apache-impala" class="hash-link" aria-label="Direct link to Apache Impala" title="Direct link to Apache Impala">​</a></h2><p>The recommended connector library to Apache Impala is <a href="https://github.com/cloudera/impyla" target="_blank" rel="noopener noreferrer">impyla</a>.</p><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token 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 dialect to be installed for each datastore you want to connect to.</p><p>You can read more <a href="/docs/databases/docker-add-drivers">here</a> about how to
 install new database drivers into your Superset configuration.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="supported-databases-and-dependencies">Supported Databases and Dependencies<a href="#supported-databases-and-dependencies" class="hash-link" aria-label="Direct link to Supported Databases and Dependencies" title="Direct link to Supported Databases and Dependencies">​</a></h3><p>Superset does not ship bundled with connectivity to databases, except for SQLite,
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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">kusto</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="kusto">Kusto<a href="#kusto" class="hash-link" aria-label="Direct link to Kusto" title="Direct link to Kusto">​</a></h2><p>The recommended connector library for Kusto is
 <a href="https://pypi.org/project/sqlalchemy-kusto/2.0.0/" target="_blank" rel="noopener noreferrer">sqlalchemy-kusto</a>&gt;=2.0.0.</p><p>The connection string for Kusto (sql dialect) looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">kustosql+https://{cluster_url}/{database}?azure_ad_client_id={azure_ad_client_id}&amp;azure_ad_client_secret={azure_ad_client_secret}&amp;azure_ad_tenant_id={azure_ad_tenant_id}&amp;msi=False</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The connection string for Kusto (kql dialect) looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">kustokql+https://{cluster_url}/{database}?azure_ad_client_id={azure_ad_client_id}&amp;azure_ad_client_secret={azure_ad_client_secret}&amp;azure_ad_tenant_id={azure_ad_tenant_id}&amp;msi=False</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Make sure the user has privileges to access and use all required
 databases/tables/views.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/kusto.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/extra-settings"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Extra Database Settings</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/meta-database"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Querying across databases</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#kusto" class="table-of-contents__link toc-highlight">Kusto</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="apache-kylin">Apache Kylin<a href="#apache-kylin" class="hash-link" aria-label="Direct link to Apache Kylin" title="Direct link to Apache Kylin">​</a></h2><p>The recommended connector library for Apache Kylin is
 <a href="https://github.com/Kyligence/kylinpy" target="_blank" rel="noopener noreferrer">kylinpy</a>.</p><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">kylin://&lt;username&gt;:&lt;password&gt;@&lt;hostname&gt;:&lt;port&gt;/&lt;project&gt;?&lt;param1&gt;=&lt;value1&gt;&amp;&lt;param2&gt;=&lt;value2&gt;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/kylin.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/ascend"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Ascend.io</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/pinot"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Apache Pinot</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#apache-kylin" class="table-of-contents__link toc-highlight">Apache Kylin</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Querying across databases</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="querying-across-databases">Querying across databases<a href="#querying-across-databases" class="hash-link" aria-label="Direct link to Querying across databases" title="Direct link to Querying across databases">​</a></h2><p>Superset offers an experimental feature for querying across different databases. This is done via a special database called &quot;Superset meta database&quot; that uses the &quot;superset://&quot; SQLAlchemy URI. When using the database it&#x27;s possible to query any table in any of the configured databases using the following syntax:</p><div class="language-sql codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sql codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">SELECT</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">*</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">FROM</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;database name.[[catalog.].schema].table name&quot;</span><span class="token punctuation" style="color:#393A34">;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>For example:</p><div class="language-sql codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sql codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">SELECT</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">*</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">FROM</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;examples.birth_names&quot;</span><span class="token punctuation" style="color:#393A34">;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Spaces are allowed, but periods in the names must be replaced by <code>%2E</code>. Eg:</p><div class="language-sql codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sql codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">SELECT</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">*</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">FROM</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;Superset meta database.examples%2Ebirth_names&quot;</span><span class="token punctuation" style="color:#393A34">;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The query above returns the same rows as <code>SELECT * FROM &quot;examples.birth_names&quot;</code>, and also shows that the meta database can query tables from any table — even itself!</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="considerations">Considerations<a href="#considerations" class="hash-link" aria-label="Direct link to Considerations" title="Direct link to Considerations">​</a></h2><p>Before enabling this feature, there are a few considerations that you should have in mind. First, the meta database enforces permissions on the queried tables, so users should only have access via the database to tables that they originally have access to. Nevertheless, the meta database is a new surface for potential attacks, and bugs could allow users to see data they should not.</p><p>Second, there are performance considerations. The meta database will push any filtering, sorting, and limiting to the underlying databases, but any aggregations and joins will happen in memory in the process running the query. Because of this, it&#x27;s recommended to run the database in async mode, so queries are executed in Celery workers, instead of the web workers. Additionally, it&#x27;s possible to specify a hard limit on how many rows are returned from the underlying databases.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="enabling-the-meta-database">Enabling the meta database<a href="#enabling-the-meta-database" class="hash-link" aria-label="Direct link to Enabling the meta database" title="Direct link to Enabling the meta database">​</a></h2><p>To enable the Superset meta database, first you need to set the <code>ENABLE_SUPERSET_META_DB</code> feature flag to true. Then, add a new database of type &quot;Superset meta database&quot; with the SQLAlchemy URI &quot;superset://&quot;.</p><p>If you enable DML in the meta database users will be able to run DML queries on underlying databases <strong>as long as DML is also enabled in them</strong>. This allows users to run queries that move data across databases.</p><p>Second, you might want to change the value of <code>SUPERSET_META_DB_LIMIT</code>. The default value is 1000, and defines how many are read from each database before any aggregations and joins are executed. You can also set this value <code>None</code> if you only have small tables.</p><p>Additionally, you might want to restrict the databases to with the meta database has access to. This can be done in the database configuration, under &quot;Advanced&quot; -&gt; &quot;Other&quot; -&gt; &quot;ENGINE PARAMETERS&quot; and adding:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">&quot;allowed_dbs&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">&quot;Google Sheets&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token string" style="color:#e3116c">&quot;examples&quot;</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/meta-database.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/kusto"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">kusto</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/miscellaneous/country-map-tools"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Country Map Tools</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#querying-across-databases" class="table-of-contents__link toc-highlight">Querying across databases</a></li><li><a href="#considerations" class="table-of-contents__link toc-highlight">Considerations</a></li><li><a href="#enabling-the-meta-database" class="table-of-contents__link toc-highlight">Enabling the meta database</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="querying-across-databases">Querying across databases<a href="#querying-across-databases" class="hash-link" aria-label="Direct link to Querying across databases" title="Direct link to Querying across databases">​</a></h2><p>Superset offers an experimental feature for querying across different databases. This is done via a special database called &quot;Superset meta database&quot; that uses the &quot;superset://&quot; SQLAlchemy URI. When using the database it&#x27;s possible to query any table in any of the configured databases using the following syntax:</p><div class="language-sql codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sql codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">SELECT</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">*</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">FROM</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;database name.[[catalog.].schema].table name&quot;</span><span class="token punctuation" style="color:#393A34">;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>For example:</p><div class="language-sql codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sql codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">SELECT</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">*</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">FROM</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;examples.birth_names&quot;</span><span class="token punctuation" style="color:#393A34">;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Spaces are allowed, but periods in the names must be replaced by <code>%2E</code>. Eg:</p><div class="language-sql codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sql codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">SELECT</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">*</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">FROM</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;Superset meta database.examples%2Ebirth_names&quot;</span><span class="token punctuation" style="color:#393A34">;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The query above returns the same rows as <code>SELECT * FROM &quot;examples.birth_names&quot;</code>, and also shows that the meta database can query tables from any table — even itself!</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="considerations">Considerations<a href="#considerations" class="hash-link" aria-label="Direct link to Considerations" title="Direct link to Considerations">​</a></h2><p>Before enabling this feature, there are a few considerations that you should have in mind. First, the meta database enforces permissions on the queried tables, so users should only have access via the database to tables that they originally have access to. Nevertheless, the meta database is a new surface for potential attacks, and bugs could allow users to see data they should not.</p><p>Second, there are performance considerations. The meta database will push any filtering, sorting, and limiting to the underlying databases, but any aggregations and joins will happen in memory in the process running the query. Because of this, it&#x27;s recommended to run the database in async mode, so queries are executed in Celery workers, instead of the web workers. Additionally, it&#x27;s possible to specify a hard limit on how many rows are returned from the underlying databases.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="enabling-the-meta-database">Enabling the meta database<a href="#enabling-the-meta-database" class="hash-link" aria-label="Direct link to Enabling the meta database" title="Direct link to Enabling the meta database">​</a></h2><p>To enable the Superset meta database, first you need to set the <code>ENABLE_SUPERSET_META_DB</code> feature flag to true. Then, add a new database of type &quot;Superset meta database&quot; with the SQLAlchemy URI &quot;superset://&quot;.</p><p>If you enable DML in the meta database users will be able to run DML queries on underlying databases <strong>as long as DML is also enabled in them</strong>. This allows users to run queries that move data across databases.</p><p>Second, you might want to change the value of <code>SUPERSET_META_DB_LIMIT</code>. The default value is 1000, and defines how many are read from each database before any aggregations and joins are executed. You can also set this value <code>None</code> if you only have small tables.</p><p>Additionally, you might want to restrict the databases to with the meta database has access to. This can be done in the database configuration, under &quot;Advanced&quot; -&gt; &quot;Other&quot; -&gt; &quot;ENGINE PARAMETERS&quot; and adding:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">&quot;allowed_dbs&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">&quot;Google Sheets&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token string" style="color:#e3116c">&quot;examples&quot;</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/meta-database.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/kusto"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">kusto</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/miscellaneous/country-map-tools"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Country Map Tools</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#querying-across-databases" class="table-of-contents__link toc-highlight">Querying across databases</a></li><li><a href="#considerations" class="table-of-contents__link toc-highlight">Considerations</a></li><li><a href="#enabling-the-meta-database" class="table-of-contents__link toc-highlight">Enabling the meta database</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="mysql">MySQL<a href="#mysql" class="hash-link" aria-label="Direct link to MySQL" title="Direct link to MySQL">​</a></h2><p>The recommended connector library for MySQL is <a href="https://pypi.org/project/mysqlclient/" target="_blank" rel="noopener noreferrer">mysqlclient</a>.</p><p>Here&#x27;s the connection string:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">mysql://{username}:{password}@{host}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Host:</p><ul><li>For Localhost: <code>localhost</code> or <code>127.0.0.1</code></li><li>Docker running on Linux: <code>172.18.0.1</code></li><li>For On Prem: IP address or Host name</li><li>For Docker running in OSX: <code>docker.for.mac.host.internal</code>
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theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="mysql">MySQL<a href="#mysql" class="hash-link" aria-label="Direct link to MySQL" title="Direct link to MySQL">​</a></h2><p>The recommended connector library for MySQL is <a href="https://pypi.org/project/mysqlclient/" target="_blank" rel="noopener noreferrer">mysqlclient</a>.</p><p>Here&#x27;s the connection string:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">mysql://{username}:{password}@{host}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Host:</p><ul><li>For Localhost: <code>localhost</code> or <code>127.0.0.1</code></li><li>Docker running on Linux: <code>172.18.0.1</code></li><li>For On Prem: IP address or Host name</li><li>For Docker running in OSX: <code>docker.for.mac.host.internal</code>
 Port: <code>3306</code> by default</li></ul><p>One problem with <code>mysqlclient</code> is that it will fail to connect to newer MySQL databases using <code>caching_sha2_password</code> for authentication, since the plugin is not included in the client. In this case, you should use <a href="https://pypi.org/project/mysql-connector-python/" target="_blank" rel="noopener noreferrer">mysql-connector-python</a> instead:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">mysql+mysqlconnector://{username}:{password}@{host}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/mysql.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/netezza"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">IBM Netezza Performance Server</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/oracle"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Oracle</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#mysql" class="table-of-contents__link toc-highlight">MySQL</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="ibm-netezza-performance-server">IBM Netezza Performance Server<a href="#ibm-netezza-performance-server" class="hash-link" aria-label="Direct link to IBM Netezza Performance Server" title="Direct link to IBM Netezza Performance Server">​</a></h2><p>The <a href="https://pypi.org/project/nzalchemy/" target="_blank" rel="noopener noreferrer">nzalchemy</a> library provides a
 Python / SQLAlchemy interface to IBM Netezza Performance Server (aka Netezza).</p><p>Here&#x27;s the recommended connection string:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">netezza+nzpy://{username}:{password}@{hostname}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/netezza.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/ibm-db2"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">IBM DB2</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/mysql"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">MySQL</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#ibm-netezza-performance-server" class="table-of-contents__link toc-highlight">IBM Netezza Performance Server</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Ocient DB</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="ocient-db">Ocient DB<a href="#ocient-db" class="hash-link" aria-label="Direct link to Ocient DB" title="Direct link to Ocient DB">​</a></h2><p>The recommended connector library for Ocient is <a href="https://pypi.org/project/sqlalchemy-ocient" target="_blank" rel="noopener noreferrer">sqlalchemy-ocient</a>.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="install-the-ocient-driver">Install the Ocient Driver<a href="#install-the-ocient-driver" class="hash-link" aria-label="Direct link to Install the Ocient Driver" title="Direct link to Install the Ocient Driver">​</a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip install sqlalchemy-ocient</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="connecting-to-ocient">Connecting to Ocient<a href="#connecting-to-ocient" class="hash-link" aria-label="Direct link to Connecting to Ocient" title="Direct link to Connecting to Ocient">​</a></h2><p>The format of the Ocient DSN is:</p><div class="language-shell codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-shell codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">ocient://user:password@</span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">host</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">:port</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">/database</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">?param1</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">value1</span><span class="token operator" style="color:#393A34">&amp;</span><span class="token punctuation" style="color:#393A34">..</span><span class="token plain">.</span><span class="token punctuation" style="color:#393A34">]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The DSN for connecting to an <code>exampledb</code> database hosted at <code>examplehost:4050</code> with TLS enabled is:</p><div class="language-shell codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-shell codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">ocient://admin:abc123@examplehost:4050/exampledb?tls</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">on</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><strong>NOTE</strong>: You must enter the <code>user</code> and <code>password</code> credentials.  <code>host</code> defaults to localhost,
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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Ocient DB</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="ocient-db">Ocient DB<a href="#ocient-db" class="hash-link" aria-label="Direct link to Ocient DB" title="Direct link to Ocient DB">​</a></h2><p>The recommended connector library for Ocient is <a href="https://pypi.org/project/sqlalchemy-ocient" target="_blank" rel="noopener noreferrer">sqlalchemy-ocient</a>.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="install-the-ocient-driver">Install the Ocient Driver<a href="#install-the-ocient-driver" class="hash-link" aria-label="Direct link to Install the Ocient Driver" title="Direct link to Install the Ocient Driver">​</a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip install sqlalchemy-ocient</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="connecting-to-ocient">Connecting to Ocient<a href="#connecting-to-ocient" class="hash-link" aria-label="Direct link to Connecting to Ocient" title="Direct link to Connecting to Ocient">​</a></h2><p>The format of the Ocient DSN is:</p><div class="language-shell codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-shell codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">ocient://user:password@</span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">host</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">:port</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">/database</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">?param1</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">value1</span><span class="token operator" style="color:#393A34">&amp;</span><span class="token punctuation" style="color:#393A34">..</span><span class="token plain">.</span><span class="token punctuation" style="color:#393A34">]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The DSN for connecting to an <code>exampledb</code> database hosted at <code>examplehost:4050</code> with TLS enabled is:</p><div class="language-shell codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-shell codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">ocient://admin:abc123@examplehost:4050/exampledb?tls</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">on</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><strong>NOTE</strong>: You must enter the <code>user</code> and <code>password</code> credentials.  <code>host</code> defaults to localhost,
 port defaults to 4050, database defaults to <code>system</code> and <code>tls</code> defaults
 to <code>unverified</code>.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="user-access-control">User Access Control<a href="#user-access-control" class="hash-link" aria-label="Direct link to User Access Control" title="Direct link to User Access Control">​</a></h2><p>Make sure the user has privileges to access and use all required databases, schemas, tables, views, and warehouses, as the Ocient SQLAlchemy engine does not test for user or role rights by default.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/ocient.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/bigquery"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Google BigQuery</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/google-sheets"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Google Sheets</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#ocient-db" class="table-of-contents__link toc-highlight">Ocient DB</a></li><li><a href="#install-the-ocient-driver" class="table-of-contents__link toc-highlight">Install the Ocient Driver</a></li><li><a href="#connecting-to-ocient" class="table-of-contents__link toc-highlight">Connecting to Ocient</a></li><li><a href="#user-access-control" class="table-of-contents__link toc-highlight">User Access Control</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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 <a href="https://cx-oracle.readthedocs.io/en/latest/user_guide/installation.html" target="_blank" rel="noopener noreferrer">cx_Oracle</a>.</p><p>The connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">oracle://&lt;username&gt;:&lt;password&gt;@&lt;hostname&gt;:&lt;port&gt;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/oracle.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/mysql"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">MySQL</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/postgres"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Postgres</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#oracle" class="table-of-contents__link toc-highlight">Oracle</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="apache-pinot">Apache Pinot<a href="#apache-pinot" class="hash-link" aria-label="Direct link to Apache Pinot" title="Direct link to Apache Pinot">​</a></h2><p>The recommended connector library for Apache Pinot is <a href="https://pypi.org/project/pinotdb/" target="_blank" rel="noopener noreferrer">pinotdb</a>.</p><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pinot+http://&lt;pinot-broker-host&gt;:&lt;pinot-broker-port&gt;/query?controller=http://&lt;pinot-controller-host&gt;:&lt;pinot-controller-port&gt;/``</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The expected connection string using username and password is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pinot://&lt;username&gt;:&lt;password&gt;@&lt;pinot-broker-host&gt;:&lt;pinot-broker-port&gt;/query/sql?controller=http://&lt;pinot-controller-host&gt;:&lt;pinot-controller-port&gt;/verify_ssl=true``</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" 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class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="apache-pinot">Apache Pinot<a href="#apache-pinot" class="hash-link" aria-label="Direct link to Apache Pinot" title="Direct link to Apache Pinot">​</a></h2><p>The recommended connector library for Apache Pinot is <a href="https://pypi.org/project/pinotdb/" target="_blank" rel="noopener noreferrer">pinotdb</a>.</p><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pinot+http://&lt;pinot-broker-host&gt;:&lt;pinot-broker-port&gt;/query?controller=http://&lt;pinot-controller-host&gt;:&lt;pinot-controller-port&gt;/``</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The expected connection string using username and password is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pinot://&lt;username&gt;:&lt;password&gt;@&lt;pinot-broker-host&gt;:&lt;pinot-broker-port&gt;/query/sql?controller=http://&lt;pinot-controller-host&gt;:&lt;pinot-controller-port&gt;/verify_ssl=true``</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" 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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Postgres</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="postgres">Postgres<a href="#postgres" class="hash-link" aria-label="Direct link to Postgres" title="Direct link to Postgres">​</a></h2><p>Note that, if you&#x27;re using docker compose, the Postgres connector library <a href="https://www.psycopg.org/docs/" target="_blank" rel="noopener noreferrer">psycopg2</a>
 comes out of the box with Superset.</p><p>Postgres sample connection parameters:</p><ul><li><strong>User Name</strong>: UserName</li><li><strong>Password</strong>: DBPassword</li><li><strong>Database Host</strong>:<ul><li>For Localhost: localhost or 127.0.0.1</li><li>For On Prem: IP address or Host name</li><li>For AWS Endpoint</li></ul></li><li><strong>Database Name</strong>: Database Name</li><li><strong>Port</strong>: default 5432</li></ul><p>The connection string looks like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">postgresql://{username}:{password}@{host}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can require SSL by adding <code>?sslmode=require</code> at the end:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">postgresql://{username}:{password}@{host}:{port}/{database}?sslmode=require</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can read about the other SSL modes that Postgres supports in
 <a href="https://www.postgresql.org/docs/9.1/libpq-ssl.html" target="_blank" rel="noopener noreferrer">Table 31-1 from this documentation</a>.</p><p>More information about PostgreSQL connection options can be found in the
 <a href="https://docs.sqlalchemy.org/en/13/dialects/postgresql.html#module-sqlalchemy.dialects.postgresql.psycopg2" target="_blank" rel="noopener noreferrer">SQLAlchemy docs</a>
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class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="presto">Presto<a href="#presto" class="hash-link" aria-label="Direct link to Presto" title="Direct link to Presto">​</a></h2><p>The <a href="https://pypi.org/project/PyHive/" target="_blank" rel="noopener noreferrer">pyhive</a> library is the recommended way to connect to Presto through SQLAlchemy.</p><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">presto://{hostname}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can pass in a username and password as well:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">presto://{username}:{password}@{hostname}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Here is an example connection string with values:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">presto://datascientist:securepassword@presto.example.com:8080/hive</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>By default Superset assumes the most recent version of Presto is being used when querying the
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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Presto</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="presto">Presto<a href="#presto" class="hash-link" aria-label="Direct link to Presto" title="Direct link to Presto">​</a></h2><p>The <a href="https://pypi.org/project/PyHive/" target="_blank" rel="noopener noreferrer">pyhive</a> library is the recommended way to connect to Presto through SQLAlchemy.</p><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">presto://{hostname}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can pass in a username and password as well:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">presto://{username}:{password}@{hostname}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Here is an example connection string with values:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">presto://datascientist:securepassword@presto.example.com:8080/hive</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>By default Superset assumes the most recent version of Presto is being used when querying the
 datasource. If you’re using an older version of Presto, you can configure it in the extra parameter:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    &quot;version&quot;: &quot;0.123&quot;</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/presto.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/postgres"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Postgres</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/snowflake"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Snowflake</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#presto" class="table-of-contents__link toc-highlight">Presto</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="aws-redshift">AWS Redshift<a href="#aws-redshift" class="hash-link" aria-label="Direct link to AWS Redshift" title="Direct link to AWS Redshift">​</a></h2><p>The <a href="https://pypi.org/project/sqlalchemy-redshift/" target="_blank" rel="noopener noreferrer">sqlalchemy-redshift</a> library is the recommended
 way to connect to Redshift through SQLAlchemy.</p><p>This dialect requires either <a href="https://pypi.org/project/redshift-connector/" target="_blank" rel="noopener noreferrer">redshift_connector</a> or <a href="https://pypi.org/project/psycopg2/" target="_blank" rel="noopener noreferrer">psycopg2</a> to work properly.</p><p>You&#x27;ll need to set the following values to form the connection string:</p><ul><li><strong>User Name</strong>: userName</li><li><strong>Password</strong>: DBPassword</li><li><strong>Database Host</strong>: AWS Endpoint</li><li><strong>Database Name</strong>: Database Name</li><li><strong>Port</strong>: default 5439</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="psycopg2">psycopg2<a href="#psycopg2" class="hash-link" aria-label="Direct link to psycopg2" title="Direct link to psycopg2">​</a></h3><p>Here&#x27;s what the SQLALCHEMY URI looks like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">redshift+psycopg2://&lt;userName&gt;:&lt;DBPassword&gt;@&lt;AWS End Point&gt;:5439/&lt;Database Name&gt;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="redshift_connector">redshift_connector<a href="#redshift_connector" class="hash-link" aria-label="Direct link to redshift_connector" title="Direct link to redshift_connector">​</a></h3><p>Here&#x27;s what the SQLALCHEMY URI looks like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">redshift+redshift_connector://&lt;userName&gt;:&lt;DBPassword&gt;@&lt;AWS End Point&gt;:5439/&lt;Database Name&gt;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="using-iam-based-credentials-with-redshift-cluster">Using IAM-based credentials with Redshift cluster:<a href="#using-iam-based-credentials-with-redshift-cluster" class="hash-link" aria-label="Direct link to Using IAM-based credentials with Redshift cluster:" title="Direct link to Using IAM-based credentials with Redshift cluster:">​</a></h4><p><a href="https://docs.aws.amazon.com/redshift/latest/mgmt/working-with-clusters.html" target="_blank" rel="noopener noreferrer">Amazon redshift cluster</a> also supports generating temporary IAM-based database user credentials.</p><p>Your superset app&#x27;s <a href="https://docs.aws.amazon.com/redshift/latest/mgmt/generating-iam-credentials-role-permissions.html" target="_blank" rel="noopener noreferrer">IAM role should have permissions</a> to call the <code>redshift:GetClusterCredentials</code> operation.</p><p>You have to define the following arguments in Superset&#x27;s redshift database connection UI under ADVANCED --&gt; Others --&gt; ENGINE PARAMETERS.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{&quot;connect_args&quot;:{&quot;iam&quot;:true,&quot;database&quot;:&quot;&lt;database&gt;&quot;,&quot;cluster_identifier&quot;:&quot;&lt;cluster_identifier&gt;&quot;,&quot;db_user&quot;:&quot;&lt;db_user&gt;&quot;}}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>and SQLALCHEMY URI should be set to <code>redshift+redshift_connector://</code></p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="using-iam-based-credentials-with-redshift-serverless">Using IAM-based credentials with Redshift serverless:<a href="#using-iam-based-credentials-with-redshift-serverless" class="hash-link" aria-label="Direct link to Using IAM-based credentials with Redshift serverless:" title="Direct link to Using IAM-based credentials with Redshift serverless:">​</a></h4><p><a href="https://docs.aws.amazon.com/redshift/latest/mgmt/serverless-whatis.html" target="_blank" rel="noopener noreferrer">Redshift serverless</a> supports connection using IAM roles.</p><p>Your superset app&#x27;s IAM role should have <code>redshift-serverless:GetCredentials</code> and <code>redshift-serverless:GetWorkgroup</code> permissions on Redshift serverless workgroup.</p><p>You have to define the following arguments in Superset&#x27;s redshift database connection UI under ADVANCED --&gt; Others --&gt; ENGINE PARAMETERS.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{&quot;connect_args&quot;:{&quot;iam&quot;:true,&quot;is_serverless&quot;:true,&quot;serverless_acct_id&quot;:&quot;&lt;aws account number&gt;&quot;,&quot;serverless_work_group&quot;:&quot;&lt;redshift work group&gt;&quot;,&quot;database&quot;:&quot;&lt;database&gt;&quot;,&quot;user&quot;:&quot;IAMR:&lt;superset iam role name&gt;&quot;}}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/redshift.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/doris"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Apache Doris</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/starrocks"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">StarRocks</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#aws-redshift" class="table-of-contents__link toc-highlight">AWS Redshift</a><ul><li><a href="#psycopg2" class="table-of-contents__link toc-highlight">psycopg2</a></li><li><a href="#redshift_connector" class="table-of-contents__link toc-highlight">redshift_connector</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="risingwave">RisingWave<a href="#risingwave" class="hash-link" aria-label="Direct link to RisingWave" title="Direct link to RisingWave">​</a></h2><p>The recommended connector library for RisingWave is
 <a href="https://github.com/risingwavelabs/sqlalchemy-risingwave" target="_blank" rel="noopener noreferrer">sqlalchemy-risingwave</a>.</p><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">risingwave://root@{hostname}:{port}/{database}?sslmode=disable</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/risingwave.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/cockroachdb"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">CockroachDB</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/dremio"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Dremio</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#risingwave" class="table-of-contents__link toc-highlight">RisingWave</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Rockset</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="rockset">Rockset<a href="#rockset" class="hash-link" aria-label="Direct link to Rockset" title="Direct link to Rockset">​</a></h2><p>The connection string for Rockset is:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">rockset://{api key}:@{api server}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Get your API key from the <a href="https://console.rockset.com/apikeys" target="_blank" rel="noopener noreferrer">Rockset console</a>.
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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Rockset</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="rockset">Rockset<a href="#rockset" class="hash-link" aria-label="Direct link to Rockset" title="Direct link to Rockset">​</a></h2><p>The connection string for Rockset is:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">rockset://{api key}:@{api server}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Get your API key from the <a href="https://console.rockset.com/apikeys" target="_blank" rel="noopener noreferrer">Rockset console</a>.
 Find your API server from the <a href="https://rockset.com/docs/rest-api/#introduction" target="_blank" rel="noopener noreferrer">API reference</a>. Omit the <code>https://</code> portion of the URL.</p><p>To target to a specific virtual instance, use this URI format:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">rockset://{api key}:@{api server}/{VI ID}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>For more complete instructions, we recommend the <a href="https://docs.rockset.com/apache-superset/" target="_blank" rel="noopener noreferrer">Rockset documentation</a>.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/rockset.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/trino"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Trino</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/cratedb"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">CrateDB</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#rockset" class="table-of-contents__link toc-highlight">Rockset</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Snowflake</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="snowflake">Snowflake<a href="#snowflake" class="hash-link" aria-label="Direct link to Snowflake" title="Direct link to Snowflake">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="install-snowflake-driver">Install Snowflake Driver<a href="#install-snowflake-driver" class="hash-link" aria-label="Direct link to Install Snowflake Driver" title="Direct link to Install Snowflake Driver">​</a></h3><p>Follow the steps <a href="/docs/databases/docker-add-drivers">here</a> about how to
 install new database drivers when setting up Superset locally via docker compose.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">echo &quot;snowflake-sqlalchemy&quot; &gt;&gt; ./docker/requirements-local.txt</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The recommended connector library for Snowflake is
 <a href="https://pypi.org/project/snowflake-sqlalchemy/" target="_blank" rel="noopener noreferrer">snowflake-sqlalchemy</a>.</p><p>The connection string for Snowflake looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">snowflake://{user}:{password}@{account}.{region}/{database}?role={role}&amp;warehouse={warehouse}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The schema is not necessary in the connection string, as it is defined per table/query. The role and
 warehouse can be omitted if defaults are defined for the user, i.e.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">snowflake://{user}:{password}@{account}.{region}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Make sure the user has privileges to access and use all required
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class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="apache-solr">Apache Solr<a href="#apache-solr" class="hash-link" aria-label="Direct link to Apache Solr" title="Direct link to Apache Solr">​</a></h2><p>The <a href="https://pypi.org/project/sqlalchemy-solr/" target="_blank" rel="noopener noreferrer">sqlalchemy-solr</a> library provides a
 Python / SQLAlchemy interface to Apache Solr.</p><p>The connection string for Solr looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">solr://{username}:{password}@{host}:{port}/{server_path}/{collection}[/?use_ssl=true|false]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/solr.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/pinot"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Apache Pinot</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/spark-sql"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Apache Spark SQL</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#apache-solr" class="table-of-contents__link toc-highlight">Apache Solr</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="apache-spark-sql">Apache Spark SQL<a href="#apache-spark-sql" class="hash-link" aria-label="Direct link to Apache Spark SQL" title="Direct link to Apache Spark SQL">​</a></h2><p>The recommended connector library for Apache Spark SQL <a href="https://pypi.org/project/PyHive/" target="_blank" rel="noopener noreferrer">pyhive</a>.</p><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">hive://hive@{hostname}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/spark-sql.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" 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class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="apache-spark-sql">Apache Spark SQL<a href="#apache-spark-sql" class="hash-link" aria-label="Direct link to Apache Spark SQL" title="Direct link to Apache Spark SQL">​</a></h2><p>The recommended connector library for Apache Spark SQL <a href="https://pypi.org/project/PyHive/" target="_blank" rel="noopener noreferrer">pyhive</a>.</p><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">hive://hive@{hostname}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/spark-sql.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" 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class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="sql-server">SQL Server<a href="#sql-server" class="hash-link" aria-label="Direct link to SQL Server" title="Direct link to SQL Server">​</a></h2><p>The recommended connector library for SQL Server is <a href="https://github.com/pymssql/pymssql" target="_blank" rel="noopener noreferrer">pymssql</a>.</p><p>The connection string for SQL Server looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">mssql+pymssql://&lt;Username&gt;:&lt;Password&gt;@&lt;Host&gt;:&lt;Port-default:1433&gt;/&lt;Database Name&gt;/?Encrypt=yes</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>It is also possible to connect using <a href="https://pypi.org/project/pyodbc" target="_blank" rel="noopener noreferrer">pyodbc</a> with the parameter <a href="https://docs.sqlalchemy.org/en/14/dialects/mssql.html#pass-through-exact-pyodbc-string" target="_blank" rel="noopener noreferrer">odbc_connect</a></p><p>The connection string for SQL Server looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">mssql+pyodbc:///?odbc_connect=Driver%3D%7BODBC+Driver+17+for+SQL+Server%7D%3BServer%3Dtcp%3A%3Cmy_server%3E%2C1433%3BDatabase%3Dmy_database%3BUid%3Dmy_user_name%3BPwd%3Dmy_password%3BEncrypt%3Dyes%3BConnection+Timeout%3D30</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Microsoft SQL Server</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="sql-server">SQL Server<a href="#sql-server" class="hash-link" aria-label="Direct link to SQL Server" title="Direct link to SQL Server">​</a></h2><p>The recommended connector library for SQL Server is <a href="https://github.com/pymssql/pymssql" target="_blank" rel="noopener noreferrer">pymssql</a>.</p><p>The connection string for SQL Server looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">mssql+pymssql://&lt;Username&gt;:&lt;Password&gt;@&lt;Host&gt;:&lt;Port-default:1433&gt;/&lt;Database Name&gt;/?Encrypt=yes</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>It is also possible to connect using <a href="https://pypi.org/project/pyodbc" target="_blank" rel="noopener noreferrer">pyodbc</a> with the parameter <a href="https://docs.sqlalchemy.org/en/14/dialects/mssql.html#pass-through-exact-pyodbc-string" target="_blank" rel="noopener noreferrer">odbc_connect</a></p><p>The connection string for SQL Server looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">mssql+pyodbc:///?odbc_connect=Driver%3D%7BODBC+Driver+17+for+SQL+Server%7D%3BServer%3Dtcp%3A%3Cmy_server%3E%2C1433%3BDatabase%3Dmy_database%3BUid%3Dmy_user_name%3BPwd%3Dmy_password%3BEncrypt%3Dyes%3BConnection+Timeout%3D30</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/sql-server.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" 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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">StarRocks</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="starrocks">StarRocks<a href="#starrocks" class="hash-link" aria-label="Direct link to StarRocks" title="Direct link to StarRocks">​</a></h2><p>The <a href="https://pypi.org/project/starrocks/" target="_blank" rel="noopener noreferrer">sqlalchemy-starrocks</a> library is the recommended
 way to connect to StarRocks through SQLAlchemy.</p><p>You&#x27;ll need to the following setting values to form the connection string:</p><ul><li><strong>User</strong>: User Name</li><li><strong>Password</strong>: DBPassword</li><li><strong>Host</strong>: StarRocks FE Host</li><li><strong>Catalog</strong>: Catalog Name</li><li><strong>Database</strong>: Database Name</li><li><strong>Port</strong>: StarRocks FE port</li></ul><p>Here&#x27;s what the connection string looks like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">starrocks://&lt;User&gt;:&lt;Password&gt;@&lt;Host&gt;:&lt;Port&gt;/&lt;Catalog&gt;.&lt;Database&gt;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/starrocks.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/redshift"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Amazon Redshift</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/drill"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Apache Drill</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#starrocks" class="table-of-contents__link toc-highlight">StarRocks</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="teradata">Teradata<a href="#teradata" class="hash-link" aria-label="Direct link to Teradata" title="Direct link to Teradata">​</a></h2><p>The recommended connector library is
 <a href="https://pypi.org/project/teradatasqlalchemy/" target="_blank" rel="noopener noreferrer">teradatasqlalchemy</a>.</p><p>The connection string for Teradata looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">teradatasql://{user}:{password}@{host}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="odbc-driver">ODBC Driver<a href="#odbc-driver" class="hash-link" aria-label="Direct link to ODBC Driver" title="Direct link to ODBC Driver">​</a></h2><p>There&#x27;s also an older connector named
 <a href="https://github.com/Teradata/sqlalchemy-teradata" target="_blank" rel="noopener noreferrer">sqlalchemy-teradata</a> that
 requires the installation of ODBC drivers. The Teradata ODBC Drivers
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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">TimescaleDB</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="timescaledb">TimescaleDB<a href="#timescaledb" class="hash-link" aria-label="Direct link to TimescaleDB" title="Direct link to TimescaleDB">​</a></h2><p><a href="https://www.timescale.com" target="_blank" rel="noopener noreferrer">TimescaleDB</a> is the open-source relational database for time-series and analytics to build powerful data-intensive applications.
 TimescaleDB is a PostgreSQL extension, and you can use the standard PostgreSQL connector library, <a href="https://www.psycopg.org/docs/" target="_blank" rel="noopener noreferrer">psycopg2</a>, to connect to the database.</p><p>If you&#x27;re using docker compose, psycopg2 comes out of the box with Superset.</p><p>TimescaleDB sample connection parameters:</p><ul><li><strong>User Name</strong>: User</li><li><strong>Password</strong>: Password</li><li><strong>Database Host</strong>:<ul><li>For Localhost: localhost or 127.0.0.1</li><li>For On Prem: IP address or Host name</li><li>For <a href="https://console.cloud.timescale.com" target="_blank" rel="noopener noreferrer">Timescale Cloud</a> service: Host name</li><li>For <a href="https://portal.managed.timescale.com" target="_blank" rel="noopener noreferrer">Managed Service for TimescaleDB</a> service: Host name</li></ul></li><li><strong>Database Name</strong>: Database Name</li><li><strong>Port</strong>: default 5432 or Port number of the service</li></ul><p>The connection string looks like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">postgresql://{username}:{password}@{host}:{port}/{database name}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can require SSL by adding <code>?sslmode=require</code> at the end (e.g. in case you use <a href="https://www.timescale.com/cloud" target="_blank" rel="noopener noreferrer">Timescale Cloud</a>):</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">postgresql://{username}:{password}@{host}:{port}/{database name}?sslmode=require</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><a href="https://docs.timescale.com/" target="_blank" rel="noopener noreferrer">Learn more about TimescaleDB!</a></p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/timescaledb.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/teradata"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Teradata</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/vertica"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Vertica</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#timescaledb" class="table-of-contents__link toc-highlight">TimescaleDB</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Trino</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="trino">Trino<a href="#trino" class="hash-link" aria-label="Direct link to Trino" title="Direct link to Trino">​</a></h2><p>Supported trino version 352 and higher</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="connection-string">Connection String<a href="#connection-string" class="hash-link" aria-label="Direct link to Connection String" title="Direct link to Connection String">​</a></h3><p>The connection string format is as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">trino://{username}:{password}@{hostname}:{port}/{catalog}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If you are running Trino with docker on local machine, please use the following connection URL</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">trino://trino@host.docker.internal:8080</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="authentications">Authentications<a href="#authentications" class="hash-link" aria-label="Direct link to Authentications" title="Direct link to Authentications">​</a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="1-basic-authentication">1. Basic Authentication<a href="#1-basic-authentication" class="hash-link" aria-label="Direct link to 1. Basic Authentication" title="Direct link to 1. Basic Authentication">​</a></h4><p>You can provide <code>username</code>/<code>password</code> in the connection string or in the <code>Secure Extra</code> field at <code>Advanced / Security</code></p><ul><li><p>In Connection String</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">trino://{username}:{password}@{hostname}:{port}/{catalog}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></li><li><p>In <code>Secure Extra</code> field</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token property" style="color:#36acaa">&quot;auth_method&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;basic&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token property" style="color:#36acaa">&quot;auth_params&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">        </span><span class="token property" style="color:#36acaa">&quot;username&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;&lt;username&gt;&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">        </span><span class="token property" style="color:#36acaa">&quot;password&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;&lt;password&gt;&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></li></ul><p>NOTE: if both are provided, <code>Secure Extra</code> always takes higher priority.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="2-kerberos-authentication">2. Kerberos Authentication<a href="#2-kerberos-authentication" class="hash-link" aria-label="Direct link to 2. Kerberos Authentication" title="Direct link to 2. Kerberos Authentication">​</a></h4><p>In <code>Secure Extra</code> field, config as following example:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token property" style="color:#36acaa">&quot;auth_method&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;kerberos&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token property" style="color:#36acaa">&quot;auth_params&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">        </span><span class="token property" style="color:#36acaa">&quot;service_name&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;superset&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">        </span><span class="token property" style="color:#36acaa">&quot;config&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;/path/to/krb5.config&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">        ...</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>All fields in <code>auth_params</code> are passed directly to the <a href="https://github.com/trinodb/trino-python-client/blob/0.306.0/trino/auth.py#L40" target="_blank" rel="noopener noreferrer"><code>KerberosAuthentication</code></a> class.</p><p>NOTE: Kerberos authentication requires installing the <a href="https://github.com/trinodb/trino-python-client" target="_blank" rel="noopener noreferrer"><code>trino-python-client</code></a> locally with either the <code>all</code> or <code>kerberos</code> optional features, i.e., installing <code>trino[all]</code> or <code>trino[kerberos]</code> respectively.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="3-certificate-authentication">3. Certificate Authentication<a href="#3-certificate-authentication" class="hash-link" aria-label="Direct link to 3. Certificate Authentication" title="Direct link to 3. Certificate Authentication">​</a></h4><p>In <code>Secure Extra</code> field, config as following example:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token property" style="color:#36acaa">&quot;auth_method&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;certificate&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token property" style="color:#36acaa">&quot;auth_params&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">        </span><span class="token property" style="color:#36acaa">&quot;cert&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;/path/to/cert.pem&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">        </span><span class="token property" style="color:#36acaa">&quot;key&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;/path/to/key.pem&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>All fields in <code>auth_params</code> are passed directly to the <a href="https://github.com/trinodb/trino-python-client/blob/0.315.0/trino/auth.py#L416" target="_blank" rel="noopener noreferrer"><code>CertificateAuthentication</code></a> class.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="4-jwt-authentication">4. JWT Authentication<a href="#4-jwt-authentication" class="hash-link" aria-label="Direct link to 4. JWT Authentication" title="Direct link to 4. JWT Authentication">​</a></h4><p>Config <code>auth_method</code> and provide token in <code>Secure Extra</code> field</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token property" style="color:#36acaa">&quot;auth_method&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;jwt&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token property" style="color:#36acaa">&quot;auth_params&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">        </span><span class="token property" style="color:#36acaa">&quot;token&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;&lt;your-jwt-token&gt;&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="5-custom-authentication">5. Custom Authentication<a href="#5-custom-authentication" class="hash-link" aria-label="Direct link to 5. Custom Authentication" title="Direct link to 5. Custom Authentication">​</a></h4><p>To use custom authentication, first you need to add it into
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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Trino</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="trino">Trino<a href="#trino" class="hash-link" aria-label="Direct link to Trino" title="Direct link to Trino">​</a></h2><p>Supported trino version 352 and higher</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="connection-string">Connection String<a href="#connection-string" class="hash-link" aria-label="Direct link to Connection String" title="Direct link to Connection String">​</a></h3><p>The connection string format is as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">trino://{username}:{password}@{hostname}:{port}/{catalog}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If you are running Trino with docker on local machine, please use the following connection URL</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">trino://trino@host.docker.internal:8080</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="authentications">Authentications<a href="#authentications" class="hash-link" aria-label="Direct link to Authentications" title="Direct link to Authentications">​</a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="1-basic-authentication">1. Basic Authentication<a href="#1-basic-authentication" class="hash-link" aria-label="Direct link to 1. Basic Authentication" title="Direct link to 1. Basic Authentication">​</a></h4><p>You can provide <code>username</code>/<code>password</code> in the connection string or in the <code>Secure Extra</code> field at <code>Advanced / Security</code></p><ul><li><p>In Connection String</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">trino://{username}:{password}@{hostname}:{port}/{catalog}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></li><li><p>In <code>Secure Extra</code> field</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token property" style="color:#36acaa">&quot;auth_method&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;basic&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token property" style="color:#36acaa">&quot;auth_params&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">        </span><span class="token property" style="color:#36acaa">&quot;username&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;&lt;username&gt;&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">        </span><span class="token property" style="color:#36acaa">&quot;password&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;&lt;password&gt;&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></li></ul><p>NOTE: if both are provided, <code>Secure Extra</code> always takes higher priority.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="2-kerberos-authentication">2. Kerberos Authentication<a href="#2-kerberos-authentication" class="hash-link" aria-label="Direct link to 2. Kerberos Authentication" title="Direct link to 2. Kerberos Authentication">​</a></h4><p>In <code>Secure Extra</code> field, config as following example:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token property" style="color:#36acaa">&quot;auth_method&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;kerberos&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token property" style="color:#36acaa">&quot;auth_params&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">        </span><span class="token property" style="color:#36acaa">&quot;service_name&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;superset&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">        </span><span class="token property" style="color:#36acaa">&quot;config&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;/path/to/krb5.config&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">        ...</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>All fields in <code>auth_params</code> are passed directly to the <a href="https://github.com/trinodb/trino-python-client/blob/0.306.0/trino/auth.py#L40" target="_blank" rel="noopener noreferrer"><code>KerberosAuthentication</code></a> class.</p><p>NOTE: Kerberos authentication requires installing the <a href="https://github.com/trinodb/trino-python-client" target="_blank" rel="noopener noreferrer"><code>trino-python-client</code></a> locally with either the <code>all</code> or <code>kerberos</code> optional features, i.e., installing <code>trino[all]</code> or <code>trino[kerberos]</code> respectively.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="3-certificate-authentication">3. Certificate Authentication<a href="#3-certificate-authentication" class="hash-link" aria-label="Direct link to 3. Certificate Authentication" title="Direct link to 3. Certificate Authentication">​</a></h4><p>In <code>Secure Extra</code> field, config as following example:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token property" style="color:#36acaa">&quot;auth_method&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;certificate&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token property" style="color:#36acaa">&quot;auth_params&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">        </span><span class="token property" style="color:#36acaa">&quot;cert&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;/path/to/cert.pem&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">        </span><span class="token property" style="color:#36acaa">&quot;key&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;/path/to/key.pem&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>All fields in <code>auth_params</code> are passed directly to the <a href="https://github.com/trinodb/trino-python-client/blob/0.315.0/trino/auth.py#L416" target="_blank" rel="noopener noreferrer"><code>CertificateAuthentication</code></a> class.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="4-jwt-authentication">4. JWT Authentication<a href="#4-jwt-authentication" class="hash-link" aria-label="Direct link to 4. JWT Authentication" title="Direct link to 4. JWT Authentication">​</a></h4><p>Config <code>auth_method</code> and provide token in <code>Secure Extra</code> field</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token property" style="color:#36acaa">&quot;auth_method&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;jwt&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token property" style="color:#36acaa">&quot;auth_params&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">        </span><span class="token property" style="color:#36acaa">&quot;token&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;&lt;your-jwt-token&gt;&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="5-custom-authentication">5. Custom Authentication<a href="#5-custom-authentication" class="hash-link" aria-label="Direct link to 5. Custom Authentication" title="Direct link to 5. Custom Authentication">​</a></h4><p>To use custom authentication, first you need to add it into
 <code>ALLOWED_EXTRA_AUTHENTICATIONS</code> allow list in Superset config file:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> your</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">module </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> AuthClass</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> another</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">extra </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> auth_method</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">ALLOWED_EXTRA_AUTHENTICATIONS</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> Dict</span><span class="token punctuation" style="color:#393A34">[</span><span class="token builtin">str</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> Dict</span><span class="token punctuation" style="color:#393A34">[</span><span class="token builtin">str</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> Callable</span><span class="token punctuation" style="color:#393A34">[</span><span class="token punctuation" style="color:#393A34">.</span><span class="token punctuation" style="color:#393A34">.</span><span class="token punctuation" style="color:#393A34">.</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> Any</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">]</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token string" style="color:#e3116c">&quot;trino&quot;</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">        </span><span class="token string" style="color:#e3116c">&quot;custom_auth&quot;</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> AuthClass</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">        </span><span class="token string" style="color:#e3116c">&quot;another_auth_method&quot;</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> auth_method</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Then in <code>Secure Extra</code> field:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token property" style="color:#36acaa">&quot;auth_method&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;custom_auth&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token property" style="color:#36acaa">&quot;auth_params&quot;</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">        ...</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can also use custom authentication by providing reference to your <code>trino.auth.Authentication</code> class
 or factory function (which returns an <code>Authentication</code> instance) to <code>auth_method</code>.</p><p>All fields in <code>auth_params</code> are passed directly to your class/function.</p><p><strong>Reference</strong>:</p><ul><li><a href="https://trino.io/episodes/12.html" target="_blank" rel="noopener noreferrer">Trino-Superset-Podcast</a></li></ul></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/trino.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/hologres"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Hologres</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/rockset"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Rockset</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#trino" class="table-of-contents__link toc-highlight">Trino</a><ul><li><a href="#connection-string" class="table-of-contents__link toc-highlight">Connection String</a></li><li><a href="#authentications" class="table-of-contents__link toc-highlight">Authentications</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Vertica</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="vertica">Vertica<a href="#vertica" class="hash-link" aria-label="Direct link to Vertica" title="Direct link to Vertica">​</a></h2><p>The recommended connector library is
 <a href="https://pypi.org/project/sqlalchemy-vertica-python/" target="_blank" rel="noopener noreferrer">sqlalchemy-vertica-python</a>. The
 <a href="http://www.vertica.com/" target="_blank" rel="noopener noreferrer">Vertica</a> connection parameters are:</p><ul><li><strong>User Name:</strong> UserName</li><li><strong>Password:</strong> DBPassword</li><li><strong>Database Host:</strong><ul><li>For Localhost : localhost or 127.0.0.1</li><li>For On Prem : IP address or Host name</li><li>For Cloud: IP Address or Host Name</li></ul></li><li><strong>Database Name:</strong> Database Name</li><li><strong>Port:</strong> default 5433</li></ul><p>The connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">vertica+vertica_python://{username}:{password}@{host}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Other parameters:</p><ul><li>Load Balancer - Backup Host</li></ul></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/vertica.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/timescaledb"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">TimescaleDB</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/hologres"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Hologres</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#vertica" class="table-of-contents__link toc-highlight">Vertica</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="yugabytedb">YugabyteDB<a href="#yugabytedb" class="hash-link" aria-label="Direct link to YugabyteDB" title="Direct link to YugabyteDB">​</a></h2><p><a href="https://www.yugabyte.com/" target="_blank" rel="noopener noreferrer">YugabyteDB</a> is a distributed SQL database built on top of PostgreSQL.</p><p>Note that, if you&#x27;re using docker compose, the
 Postgres connector library <a href="https://www.psycopg.org/docs/" target="_blank" rel="noopener noreferrer">psycopg2</a>
 comes out of the box with Superset.</p><p>The connection string looks like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">postgresql://{username}:{password}@{host}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/yugabytedb.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/firebird"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Firebird</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/databend"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Databend</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#yugabytedb" class="table-of-contents__link toc-highlight">YugabyteDB</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="breadcrumbs__link">Installation and Configuration</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Alerts and Reports</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="alerts-and-reports">Alerts and Reports<a href="#alerts-and-reports" class="hash-link" aria-label="Direct link to Alerts and Reports" title="Direct link to Alerts and Reports">​</a></h2><p>Users can configure automated alerts and reports to send dashboards or charts to an email recipient or Slack channel.</p><ul><li><em>Alerts</em> are sent when a SQL condition is reached</li><li><em>Reports</em> are sent on a schedule</li></ul><p>Alerts and reports are disabled by default. To turn them on, you need to do some setup, described here.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="requirements">Requirements<a href="#requirements" class="hash-link" aria-label="Direct link to Requirements" title="Direct link to Requirements">​</a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="commons">Commons<a href="#commons" class="hash-link" aria-label="Direct link to Commons" title="Direct link to Commons">​</a></h4><h5 class="anchor anchorWithStickyNavbar_LWe7" id="in-your-superset_configpy-or-superset_config_dockerpy">In your <code>superset_config.py</code> or <code>superset_config_docker.py</code><a href="#in-your-superset_configpy-or-superset_config_dockerpy" class="hash-link" aria-label="Direct link to in-your-superset_configpy-or-superset_config_dockerpy" title="Direct link to in-your-superset_configpy-or-superset_config_dockerpy">​</a></h5><ul><li><code>&quot;ALERT_REPORTS&quot;</code> <a href="https://superset.apache.org/docs/installation/configuring-superset#feature-flags" target="_blank" rel="noopener noreferrer">feature flag</a> must be turned to True.</li><li><code>beat_schedule</code> in CeleryConfig must contain schedule for <code>reports.scheduler</code>.</li><li>At least one of those must be configured, depending on what you want to use:<ul><li>emails: <code>SMTP_*</code> settings</li><li>Slack messages: <code>SLACK_API_TOKEN</code></li></ul></li></ul><h6 class="anchor anchorWithStickyNavbar_LWe7" id="disable-dry-run-mode">Disable dry-run mode<a href="#disable-dry-run-mode" class="hash-link" aria-label="Direct link to Disable dry-run mode" title="Direct link to Disable dry-run mode">​</a></h6><p>Screenshots will be taken but no messages actually sent as long as <code>ALERT_REPORTS_NOTIFICATION_DRY_RUN = True</code>, its default value in <code>docker/pythonpath_dev/superset_config.py</code>.  To disable dry-run mode and start receiving email/Slack notifications, set <code>ALERT_REPORTS_NOTIFICATION_DRY_RUN</code> to <code>False</code> in <a href="https://github.com/apache/superset/blob/master/docker/pythonpath_dev/superset_config.py" target="_blank" rel="noopener noreferrer">superset config</a>.</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="in-your-dockerfile">In your <code>Dockerfile</code><a href="#in-your-dockerfile" class="hash-link" aria-label="Direct link to in-your-dockerfile" title="Direct link to in-your-dockerfile">​</a></h5><ul><li>You must install a headless browser, for taking screenshots of the charts and dashboards. Only Firefox and Chrome are currently supported.<blockquote><p>If you choose Chrome, you must also change the value of <code>WEBDRIVER_TYPE</code> to <code>&quot;chrome&quot;</code> in your <code>superset_config.py</code>.</p></blockquote></li></ul><p>Note: All the components required (Firefox headless browser, Redis, Postgres db, celery worker and celery beat) are present in the <em>dev</em> docker image if you are following <a href="https://superset.apache.org/docs/installation/installing-superset-using-docker-compose/" target="_blank" rel="noopener noreferrer">Installing Superset Locally</a>.
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class="breadcrumbs__link">Installation and Configuration</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Alerts and Reports</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="alerts-and-reports">Alerts and Reports<a href="#alerts-and-reports" class="hash-link" aria-label="Direct link to Alerts and Reports" title="Direct link to Alerts and Reports">​</a></h2><p>Users can configure automated alerts and reports to send dashboards or charts to an email recipient or Slack channel.</p><ul><li><em>Alerts</em> are sent when a SQL condition is reached</li><li><em>Reports</em> are sent on a schedule</li></ul><p>Alerts and reports are disabled by default. To turn them on, you need to do some setup, described here.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="requirements">Requirements<a href="#requirements" class="hash-link" aria-label="Direct link to Requirements" title="Direct link to Requirements">​</a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="commons">Commons<a href="#commons" class="hash-link" aria-label="Direct link to Commons" title="Direct link to Commons">​</a></h4><h5 class="anchor anchorWithStickyNavbar_LWe7" id="in-your-superset_configpy-or-superset_config_dockerpy">In your <code>superset_config.py</code> or <code>superset_config_docker.py</code><a href="#in-your-superset_configpy-or-superset_config_dockerpy" class="hash-link" aria-label="Direct link to in-your-superset_configpy-or-superset_config_dockerpy" title="Direct link to in-your-superset_configpy-or-superset_config_dockerpy">​</a></h5><ul><li><code>&quot;ALERT_REPORTS&quot;</code> <a href="https://superset.apache.org/docs/installation/configuring-superset#feature-flags" target="_blank" rel="noopener noreferrer">feature flag</a> must be turned to True.</li><li><code>beat_schedule</code> in CeleryConfig must contain schedule for <code>reports.scheduler</code>.</li><li>At least one of those must be configured, depending on what you want to use:<ul><li>emails: <code>SMTP_*</code> settings</li><li>Slack messages: <code>SLACK_API_TOKEN</code></li></ul></li></ul><h6 class="anchor anchorWithStickyNavbar_LWe7" id="disable-dry-run-mode">Disable dry-run mode<a href="#disable-dry-run-mode" class="hash-link" aria-label="Direct link to Disable dry-run mode" title="Direct link to Disable dry-run mode">​</a></h6><p>Screenshots will be taken but no messages actually sent as long as <code>ALERT_REPORTS_NOTIFICATION_DRY_RUN = True</code>, its default value in <code>docker/pythonpath_dev/superset_config.py</code>.  To disable dry-run mode and start receiving email/Slack notifications, set <code>ALERT_REPORTS_NOTIFICATION_DRY_RUN</code> to <code>False</code> in <a href="https://github.com/apache/superset/blob/master/docker/pythonpath_dev/superset_config.py" target="_blank" rel="noopener noreferrer">superset config</a>.</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="in-your-dockerfile">In your <code>Dockerfile</code><a href="#in-your-dockerfile" class="hash-link" aria-label="Direct link to in-your-dockerfile" title="Direct link to in-your-dockerfile">​</a></h5><ul><li>You must install a headless browser, for taking screenshots of the charts and dashboards. Only Firefox and Chrome are currently supported.<blockquote><p>If you choose Chrome, you must also change the value of <code>WEBDRIVER_TYPE</code> to <code>&quot;chrome&quot;</code> in your <code>superset_config.py</code>.</p></blockquote></li></ul><p>Note: All the components required (Firefox headless browser, Redis, Postgres db, celery worker and celery beat) are present in the <em>dev</em> docker image if you are following <a href="https://superset.apache.org/docs/installation/installing-superset-using-docker-compose/" target="_blank" rel="noopener noreferrer">Installing Superset Locally</a>.
 All you need to do is add the required config variables described in this guide (See <code>Detailed Config</code>).</p><p>If you are running a non-dev docker image, e.g., a stable release like <code>apache/superset:2.0.1</code>, that image does not include a headless browser.  Only the <code>superset_worker</code> container needs this headless browser to browse to the target chart or dashboard.
 You can either install and configure the headless browser - see &quot;Custom Dockerfile&quot; section below - or when deploying via <code>docker compose</code>, modify your <code>docker-compose.yml</code> file to use a dev image for the worker container and a stable release image for the <code>superset_app</code> container.</p><p><em>Note</em>: In this context, a &quot;dev image&quot; is the same application software as its corresponding non-dev image, just bundled with additional tools.  So an image like <code>2.0.1-dev</code> is identical to <code>2.0.1</code> when it comes to stability, functionality, and running in production.  The actual &quot;in-development&quot; versions of Superset - cutting-edge and unstable - are not tagged with version numbers on Docker Hub and will display version <code>0.0.0-dev</code> within the Superset UI.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="slack-integration">Slack integration<a href="#slack-integration" class="hash-link" aria-label="Direct link to Slack integration" title="Direct link to Slack integration">​</a></h4><p>To send alerts and reports to Slack channels, you need to create a new Slack Application on your workspace.</p><ol><li>Connect to your Slack workspace, then head to <a href="https://api.slack.com/apps" target="_blank" rel="noopener noreferrer">https://api.slack.com/apps</a>.</li><li>Create a new app.</li><li>Go to &quot;OAuth &amp; Permissions&quot; section, and give the following scopes to your app:<ul><li><code>incoming-webhook</code></li><li><code>files:write</code></li><li><code>chat:write</code></li></ul></li><li>At the top of the &quot;OAuth and Permissions&quot; section, click &quot;install to workspace&quot;.</li><li>Select a default channel for your app and continue.
 (You can post to any channel by inviting your Superset app into that channel).</li><li>The app should now be installed in your workspace, and a &quot;Bot User OAuth Access Token&quot; should have been created. Copy that token in the <code>SLACK_API_TOKEN</code> variable of your <code>superset_config.py</code>.</li><li>Restart the service (or run <code>superset init</code>) to pull in the new configuration.</li></ol><p>Note: when you configure an alert or a report, the Slack channel list takes channel names without the leading &#x27;#&#x27; e.g. use <code>alerts</code> instead of <code>#alerts</code>.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="kubernetes-specific">Kubernetes-specific<a href="#kubernetes-specific" class="hash-link" aria-label="Direct link to Kubernetes-specific" title="Direct link to Kubernetes-specific">​</a></h4><ul><li>You must have a <code>celery beat</code> pod running. If you&#x27;re using the chart included in the GitHub repository under <a href="https://github.com/apache/superset/tree/master/helm/superset" target="_blank" rel="noopener noreferrer">helm/superset</a>, you need to put <code>supersetCeleryBeat.enabled = true</code> in your values override.</li><li>You can see the dedicated docs about <a href="/docs/installation/running-on-kubernetes">Kubernetes installation</a> for more generic details.</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="docker-compose-specific">Docker Compose specific<a href="#docker-compose-specific" class="hash-link" aria-label="Direct link to Docker Compose specific" title="Direct link to Docker Compose specific">​</a></h4><h5 class="anchor anchorWithStickyNavbar_LWe7" id="you-must-have-in-your-docker-composeyml">You must have in your <code>docker-compose.yml</code><a href="#you-must-have-in-your-docker-composeyml" class="hash-link" aria-label="Direct link to you-must-have-in-your-docker-composeyml" title="Direct link to you-must-have-in-your-docker-composeyml">​</a></h5><ul><li>A Redis message broker</li><li>PostgreSQL DB instead of SQLlite</li><li>One or more <code>celery worker</code></li><li>A single <code>celery beat</code></li></ul><p>This process also works in a Docker swarm environment, you would just need to add <code>Deploy:</code> to the Superset, Redis and Postgres services along with your specific configs for your swarm.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="detailed-config">Detailed config<a href="#detailed-config" class="hash-link" aria-label="Direct link to Detailed config" title="Direct link to Detailed config">​</a></h3><p>The following configurations need to be added to the <code>superset_config.py</code> file. This file is loaded when the image runs, and any configurations in it will override the default configurations found in the <code>config.py</code>.</p><p>You can find documentation about each field in the default <code>config.py</code> in the GitHub repository under <a href="https://github.com/apache/superset/blob/master/superset/config.py" target="_blank" rel="noopener noreferrer">superset/config.py</a>.</p><p>You need to replace default values with your custom Redis, Slack and/or SMTP config.</p><p>Superset uses Celery beat and Celery worker(s) to send alerts and reports.</p><ul><li>The beat is the scheduler that tells the worker when to perform its tasks. This schedule is defined when you create the alert or report.</li><li>The worker will process the  tasks that need to be performed when an alert or report is fired.</li></ul><p>In the <code>CeleryConfig</code>, only the <code>beat_schedule</code> is relevant to this feature, the rest of the <code>CeleryConfig</code> can be changed for your needs.</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> celery</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">schedules </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> crontab</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">FEATURE_FLAGS </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token string" style="color:#e3116c">&quot;ALERT_REPORTS&quot;</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">True</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">REDIS_HOST </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;superset_cache&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">REDIS_PORT </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;6379&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">class</span><span class="token plain"> </span><span class="token class-name">CeleryConfig</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    broker_url </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string-interpolation string" style="color:#e3116c">f&quot;redis://</span><span class="token string-interpolation interpolation punctuation" style="color:#393A34">{</span><span class="token string-interpolation interpolation">REDIS_HOST</span><span class="token string-interpolation interpolation punctuation" style="color:#393A34">}</span><span class="token string-interpolation string" style="color:#e3116c">:</span><span class="token string-interpolation interpolation punctuation" style="color:#393A34">{</span><span class="token string-interpolation interpolation">REDIS_PORT</span><span class="token string-interpolation interpolation punctuation" style="color:#393A34">}</span><span class="token string-interpolation string" style="color:#e3116c">/0&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    imports </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">        </span><span class="token string" style="color:#e3116c">&quot;superset.sql_lab&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">        </span><span class="token string" style="color:#e3116c">&quot;superset.tasks.scheduler&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    result_backend </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string-interpolation string" style="color:#e3116c">f&quot;redis://</span><span class="token string-interpolation interpolation punctuation" style="color:#393A34">{</span><span class="token string-interpolation interpolation">REDIS_HOST</span><span class="token string-interpolation interpolation punctuation" style="color:#393A34">}</span><span class="token string-interpolation string" style="color:#e3116c">:</span><span class="token string-interpolation interpolation punctuation" style="color:#393A34">{</span><span class="token string-interpolation interpolation">REDIS_PORT</span><span class="token string-interpolation interpolation punctuation" style="color:#393A34">}</span><span class="token string-interpolation string" style="color:#e3116c">/0&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    worker_prefetch_multiplier </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">10</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    task_acks_late </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">True</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    task_annotations </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">        </span><span class="token string" style="color:#e3116c">&quot;sql_lab.get_sql_results&quot;</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">            </span><span class="token string" style="color:#e3116c">&quot;rate_limit&quot;</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;100/s&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">        </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    beat_schedule </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">        </span><span class="token string" style="color:#e3116c">&quot;reports.scheduler&quot;</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">            </span><span class="token string" style="color:#e3116c">&quot;task&quot;</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;reports.scheduler&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">            </span><span class="token string" style="color:#e3116c">&quot;schedule&quot;</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> crontab</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">minute</span><span class="token operator" style="color:#393A34">=</span><span class="token string" style="color:#e3116c">&quot;*&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> hour</span><span class="token operator" style="color:#393A34">=</span><span class="token string" style="color:#e3116c">&quot;*&quot;</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">        </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">        </span><span class="token string" style="color:#e3116c">&quot;reports.prune_log&quot;</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">            </span><span class="token string" style="color:#e3116c">&quot;task&quot;</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;reports.prune_log&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">            </span><span class="token string" style="color:#e3116c">&quot;schedule&quot;</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> crontab</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">minute</span><span class="token operator" style="color:#393A34">=</span><span class="token number" style="color:#36acaa">0</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> hour</span><span class="token operator" style="color:#393A34">=</span><span class="token number" style="color:#36acaa">0</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">        </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">CELERY_CONFIG </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> CeleryConfig</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SCREENSHOT_LOCATE_WAIT </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">100</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SCREENSHOT_LOAD_WAIT </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">600</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Slack configuration</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SLACK_API_TOKEN </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;xoxb-&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Email configuration</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SMTP_HOST </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;smtp.sendgrid.net&quot;</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># change to your host</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SMTP_PORT </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">2525</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># your port, e.g. 587</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SMTP_STARTTLS </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">True</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SMTP_SSL_SERVER_AUTH </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">True</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># If your using an SMTP server with a valid certificate</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SMTP_SSL </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">False</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SMTP_USER </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;your_user&quot;</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># use the empty string &quot;&quot; if using an unauthenticated SMTP server</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SMTP_PASSWORD </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;your_password&quot;</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># use the empty string &quot;&quot; if using an unauthenticated SMTP server</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SMTP_MAIL_FROM </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;noreply@youremail.com&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">EMAIL_REPORTS_SUBJECT_PREFIX </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;[Superset] &quot;</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># optional - overwrites default value in config.py of &quot;[Report] &quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># WebDriver configuration</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># If you use Firefox, you can stick with default values</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># If you use Chrome, then add the following WEBDRIVER_TYPE and WEBDRIVER_OPTION_ARGS</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">WEBDRIVER_TYPE </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;chrome&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">WEBDRIVER_OPTION_ARGS </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token string" style="color:#e3116c">&quot;--force-device-scale-factor=2.0&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token string" style="color:#e3116c">&quot;--high-dpi-support=2.0&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token string" style="color:#e3116c">&quot;--headless&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token string" style="color:#e3116c">&quot;--disable-gpu&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token string" style="color:#e3116c">&quot;--disable-dev-shm-usage&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token string" style="color:#e3116c">&quot;--no-sandbox&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token string" style="color:#e3116c">&quot;--disable-setuid-sandbox&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token string" style="color:#e3116c">&quot;--disable-extensions&quot;</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># This is for internal use, you can keep http</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">WEBDRIVER_BASEURL </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;http://superset:8088&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># This is the link sent to the recipient. Change to your domain, e.g. https://superset.mydomain.com</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">WEBDRIVER_BASEURL_USER_FRIENDLY </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">&quot;http://localhost:8088&quot;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You also need
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To enable
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class="breadcrumbs__link">Installation and Configuration</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Async Queries via Celery</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="async-queries-via-celery">Async Queries via Celery<a href="#async-queries-via-celery" class="hash-link" aria-label="Direct link to Async Queries via Celery" title="Direct link to Async Queries via Celery">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="celery">Celery<a href="#celery" class="hash-link" aria-label="Direct link to Celery" title="Direct link to Celery">​</a></h3><p>On large analytic databases, it’s common to run queries that execute for minutes or hours. To enable
 support for long running queries that execute beyond the typical web request’s timeout (30-60
 seconds), it is necessary to configure an asynchronous backend for Superset which consists of:</p><ul><li>one or many Superset workers (which is implemented as a Celery worker), and can be started with
 the <code>celery worker</code> command, run <code>celery worker --help</code> to view the related options.</li><li>a celery broker (message queue) for which we recommend using Redis or RabbitMQ</li><li>a results backend that defines where the worker will persist the query results</li></ul><p>Configuring Celery requires defining a <code>CELERY_CONFIG</code> in your <code>superset_config.py</code>. Both the worker
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class="breadcrumbs__link">Installation and Configuration</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Configuring Superset</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="configuring-superset">Configuring Superset<a href="#configuring-superset" class="hash-link" aria-label="Direct link to Configuring Superset" title="Direct link to Configuring Superset">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="configuration">Configuration<a href="#configuration" class="hash-link" aria-label="Direct link to Configuration" title="Direct link to Configuration">​</a></h3><p>To configure your application, you need to create a file <code>superset_config.py</code>.  Add this file to your</p><p><code>PYTHONPATH</code> or create an environment variable <code>SUPERSET_CONFIG_PATH</code> specifying the full path of the <code>superset_config.py</code>.</p><p>For example, if deploying on Superset directly on a Linux-based system where your <code>superset_config.py</code> is under <code>/app</code> directory, you can run:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token builtin class-name">export</span><span class="token plain"> </span><span class="token assign-left variable" style="color:#36acaa">SUPERSET_CONFIG_PATH</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">/app/superset_config.py</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If you are using your own custom Dockerfile with official Superset image as base image, then you can add your overrides as shown below:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">COPY --chown</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">superset superset_config.py /app/</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">ENV SUPERSET_CONFIG_PATH /app/superset_config.py</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Docker compose deployments handle application configuration differently.  See <a href="https://github.com/apache/superset/tree/master/docker#readme" target="_blank" rel="noopener noreferrer">https://github.com/apache/superset/tree/master/docker#readme</a> for details.</p><p>The following is an example of just a few of the parameters you can set in your <code>superset_config.py</code> file:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain"># Superset specific config</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">ROW_LIMIT = 5000</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Flask App Builder configuration</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Your App secret key will be used for securely signing the session cookie</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># and encrypting sensitive information on the database</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Make sure you are changing this key for your deployment with a strong key.</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Alternatively you can set it with `SUPERSET_SECRET_KEY` environment variable.</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># You MUST set this for production environments or the server will not refuse</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># to start and you will see an error in the logs accordingly.</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SECRET_KEY = &#x27;YOUR_OWN_RANDOM_GENERATED_SECRET_KEY&#x27;</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># The SQLAlchemy connection string to your database backend</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># This connection defines the path to the database that stores your</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># superset metadata (slices, connections, tables, dashboards, ...).</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Note that the connection information to connect to the datasources</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># you want to explore are managed directly in the web UI</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># The check_same_thread=false property ensures the sqlite client does not attempt</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># to enforce single-threaded access, which may be problematic in some edge cases</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SQLALCHEMY_DATABASE_URI = &#x27;sqlite:////path/to/superset.db?check_same_thread=false&#x27;</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Flask-WTF flag for CSRF</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">WTF_CSRF_ENABLED = True</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Add endpoints that need to be exempt from CSRF protection</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">WTF_CSRF_EXEMPT_LIST = []</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># A CSRF token that expires in 1 year</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">WTF_CSRF_TIME_LIMIT = 60 * 60 * 24 * 365</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Set this API key to enable Mapbox visualizations</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">MAPBOX_API_KEY = &#x27;&#x27;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>All the parameters and default values defined in
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class="breadcrumbs__link">Installation and Configuration</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Configuring Superset</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="configuring-superset">Configuring Superset<a href="#configuring-superset" class="hash-link" aria-label="Direct link to Configuring Superset" title="Direct link to Configuring Superset">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="configuration">Configuration<a href="#configuration" class="hash-link" aria-label="Direct link to Configuration" title="Direct link to Configuration">​</a></h3><p>To configure your application, you need to create a file <code>superset_config.py</code>.  Add this file to your</p><p><code>PYTHONPATH</code> or create an environment variable <code>SUPERSET_CONFIG_PATH</code> specifying the full path of the <code>superset_config.py</code>.</p><p>For example, if deploying on Superset directly on a Linux-based system where your <code>superset_config.py</code> is under <code>/app</code> directory, you can run:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token builtin class-name">export</span><span class="token plain"> </span><span class="token assign-left variable" style="color:#36acaa">SUPERSET_CONFIG_PATH</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">/app/superset_config.py</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If you are using your own custom Dockerfile with official Superset image as base image, then you can add your overrides as shown below:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">COPY --chown</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">superset superset_config.py /app/</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">ENV SUPERSET_CONFIG_PATH /app/superset_config.py</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Docker compose deployments handle application configuration differently.  See <a href="https://github.com/apache/superset/tree/master/docker#readme" target="_blank" rel="noopener noreferrer">https://github.com/apache/superset/tree/master/docker#readme</a> for details.</p><p>The following is an example of just a few of the parameters you can set in your <code>superset_config.py</code> file:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain"># Superset specific config</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">ROW_LIMIT = 5000</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Flask App Builder configuration</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Your App secret key will be used for securely signing the session cookie</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># and encrypting sensitive information on the database</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Make sure you are changing this key for your deployment with a strong key.</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Alternatively you can set it with `SUPERSET_SECRET_KEY` environment variable.</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># You MUST set this for production environments or the server will not refuse</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># to start and you will see an error in the logs accordingly.</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SECRET_KEY = &#x27;YOUR_OWN_RANDOM_GENERATED_SECRET_KEY&#x27;</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># The SQLAlchemy connection string to your database backend</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># This connection defines the path to the database that stores your</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># superset metadata (slices, connections, tables, dashboards, ...).</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Note that the connection information to connect to the datasources</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># you want to explore are managed directly in the web UI</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># The check_same_thread=false property ensures the sqlite client does not attempt</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># to enforce single-threaded access, which may be problematic in some edge cases</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SQLALCHEMY_DATABASE_URI = &#x27;sqlite:////path/to/superset.db?check_same_thread=false&#x27;</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Flask-WTF flag for CSRF</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">WTF_CSRF_ENABLED = True</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Add endpoints that need to be exempt from CSRF protection</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">WTF_CSRF_EXEMPT_LIST = []</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># A CSRF token that expires in 1 year</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">WTF_CSRF_TIME_LIMIT = 60 * 60 * 24 * 365</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Set this API key to enable Mapbox visualizations</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">MAPBOX_API_KEY = &#x27;&#x27;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>All the parameters and default values defined in
 <a href="https://github.com/apache/superset/blob/master/superset/config.py" target="_blank" rel="noopener noreferrer">https://github.com/apache/superset/blob/master/superset/config.py</a>
 can be altered in your local <code>superset_config.py</code>. Administrators will want to read through the file
 to understand what can be configured locally as well as the default values in place.</p><p>Since <code>superset_config.py</code> acts as a Flask configuration module, it can be used to alter the
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class="breadcrumbs__link">Installation and Configuration</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Event Logging</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="logging">Logging<a href="#logging" class="hash-link" aria-label="Direct link to Logging" title="Direct link to Logging">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="event-logging">Event Logging<a href="#event-logging" class="hash-link" aria-label="Direct link to Event Logging" title="Direct link to Event Logging">​</a></h3><p>Superset by default logs special action events in its internal database (DBEventLogger). These logs can be accessed
 on the UI by navigating to <strong>Security &gt; Action Log</strong>. You can freely customize these logs by
 implementing your own event log class.
 <strong>When custom log class is enabled DBEventLogger is disabled and logs stop being populated in UI logs view.</strong>
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class="breadcrumbs__link">Installation and Configuration</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Installing From Scratch</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="installing-superset-from-scratch">Installing Superset from Scratch<a href="#installing-superset-from-scratch" class="hash-link" aria-label="Direct link to Installing Superset from Scratch" title="Direct link to Installing Superset from Scratch">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="os-dependencies">OS Dependencies<a href="#os-dependencies" class="hash-link" aria-label="Direct link to OS Dependencies" title="Direct link to OS Dependencies">​</a></h3><p>Superset stores database connection information in its metadata database. For that purpose, we use
 the cryptography Python library to encrypt connection passwords. Unfortunately, this library has OS
 level dependencies.</p><p><strong>Debian and Ubuntu</strong></p><p>The following command will ensure that the required dependencies are installed:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">sudo apt-get install build-essential libssl-dev libffi-dev python-dev python-pip libsasl2-dev libldap2-dev default-libmysqlclient-dev</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>In Ubuntu 20.04 the following command will ensure that the required dependencies are installed:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">sudo apt-get install build-essential libssl-dev libffi-dev python3-dev python3-pip libsasl2-dev libldap2-dev default-libmysqlclient-dev</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><strong>Fedora and RHEL-derivative Linux distributions</strong></p><p>Install the following packages using the <code>yum</code> package manager:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">sudo yum install gcc gcc-c++ libffi-devel python-devel python-pip python-wheel openssl-devel cyrus-sasl-devel openldap-devel</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>In more recent versions of CentOS and Fedora, you may need to install a slightly different set of packages using <code>dnf</code>:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">sudo dnf install gcc gcc-c++ libffi-devel python3-devel python3-pip python3-wheel openssl-devel cyrus-sasl-devel openldap-devel</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Also, on CentOS, you may need to upgrade pip for the install to work:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip3 install --upgrade pip</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><strong>Mac OS X</strong></p><p>If you&#x27;re not on the latest version of OS X, we recommend upgrading because we&#x27;ve found that many
 issues people have run into are linked to older versions of Mac OS X. After updating, install the
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class="breadcrumbs__link">Installation and Configuration</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Installing Locally Using Docker Compose</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="installing-superset-locally-using-docker-compose">Installing Superset Locally Using Docker Compose<a href="#installing-superset-locally-using-docker-compose" class="hash-link" aria-label="Direct link to Installing Superset Locally Using Docker Compose" title="Direct link to Installing Superset Locally Using Docker Compose">​</a></h2><p>The fastest way to try Superset locally is using Docker and Docker Compose on a Linux or Mac OSX
 computer. Superset does not have official support for Windows, so we have provided a VM workaround
 below.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="1-install-a-docker-engine-and-docker-compose">1. Install a Docker Engine and Docker Compose<a href="#1-install-a-docker-engine-and-docker-compose" class="hash-link" aria-label="Direct link to 1. Install a Docker Engine and Docker Compose" title="Direct link to 1. Install a Docker Engine and Docker Compose">​</a></h3><p><strong>Mac OSX</strong></p><p><a href="https://docs.docker.com/docker-for-mac/install/" target="_blank" rel="noopener noreferrer">Install Docker for Mac</a>, which includes the Docker
 engine and a recent version of <code>docker compose</code> out of the box.</p><p>Once you have Docker for Mac installed, open up the preferences pane for Docker, go to the
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class="breadcrumbs__link">Installation and Configuration</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Additional Networking Settings</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="additional-networking-settings">Additional Networking Settings<a href="#additional-networking-settings" class="hash-link" aria-label="Direct link to Additional Networking Settings" title="Direct link to Additional Networking Settings">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="cors">CORS<a href="#cors" class="hash-link" aria-label="Direct link to CORS" title="Direct link to CORS">​</a></h3><p>To configure CORS, or cross-origin resource sharing, the following dependency must be installed:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip install apache</span><span class="token operator" style="color:#393A34">-</span><span class="token plain">superset</span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">cors</span><span class="token punctuation" style="color:#393A34">]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The following keys in <code>superset_config.py</code> can be specified to configure CORS:</p><ul><li><code>ENABLE_CORS</code>: Must be set to <code>True</code> in order to enable CORS</li><li><code>CORS_OPTIONS</code>: options passed to Flask-CORS
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class="breadcrumbs__link">Installation and Configuration</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Additional Networking Settings</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="additional-networking-settings">Additional Networking Settings<a href="#additional-networking-settings" class="hash-link" aria-label="Direct link to Additional Networking Settings" title="Direct link to Additional Networking Settings">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="cors">CORS<a href="#cors" class="hash-link" aria-label="Direct link to CORS" title="Direct link to CORS">​</a></h3><p>To configure CORS, or cross-origin resource sharing, the following dependency must be installed:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip install apache</span><span class="token operator" style="color:#393A34">-</span><span class="token plain">superset</span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">cors</span><span class="token punctuation" style="color:#393A34">]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The following keys in <code>superset_config.py</code> can be specified to configure CORS:</p><ul><li><code>ENABLE_CORS</code>: Must be set to <code>True</code> in order to enable CORS</li><li><code>CORS_OPTIONS</code>: options passed to Flask-CORS
 (<a href="https://flask-cors.corydolphin.com/en/latest/api.html#extension" target="_blank" rel="noopener noreferrer">documentation</a>)</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="domain-sharding">Domain Sharding<a href="#domain-sharding" class="hash-link" aria-label="Direct link to Domain Sharding" title="Direct link to Domain Sharding">​</a></h3><p>Chrome allows up to 6 open connections per domain at a time. When there are more than 6 slices in
 dashboard, a lot of time fetch requests are queued up and wait for next available socket.
 <a href="https://github.com/apache/superset/pull/5039" target="_blank" rel="noopener noreferrer">PR 5039</a> adds domain sharding to Superset,
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class="breadcrumbs__link">Installation and Configuration</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Installing on Kubernetes</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="installing-on-kubernetes">Installing on Kubernetes<a href="#installing-on-kubernetes" class="hash-link" aria-label="Direct link to Installing on Kubernetes" title="Direct link to Installing on Kubernetes">​</a></h2><p>Running Superset on Kubernetes is supported with the provided <a href="https://helm.sh/" target="_blank" rel="noopener noreferrer">Helm</a> chart found in the official <a href="https://apache.github.io/superset/index.yaml" target="_blank" rel="noopener noreferrer">Superset helm repository</a>.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="prerequisites">Prerequisites<a href="#prerequisites" class="hash-link" aria-label="Direct link to Prerequisites" title="Direct link to Prerequisites">​</a></h3><ul><li>A Kubernetes cluster</li><li>Helm installed</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="running">Running<a href="#running" class="hash-link" aria-label="Direct link to Running" title="Direct link to Running">​</a></h3><ol><li>Add the Superset helm repository</li></ol><div class="language-sh codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sh codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">helm repo add superset https://apache.github.io/superset</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">&quot;superset&quot; has been added to your repositories</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><ol start="2"><li>View charts in repo</li></ol><div class="language-sh codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sh codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">helm search repo superset</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">NAME                    CHART VERSION   APP VERSION     DESCRIPTION</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset/superset       0.1.1           1.0             Apache Superset is a modern, enterprise-ready b...</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><ol start="3"><li>Configure your setting overrides</li></ol><p>Just like any typical Helm chart, you&#x27;ll need to craft a <code>values.yaml</code> file that would define/override any of the values exposed into the default <a href="https://github.com/apache/superset/tree/master/helm/superset/values.yaml" target="_blank" rel="noopener noreferrer">values.yaml</a>, or from any of the dependent charts it depends on:</p><ul><li><a href="https://artifacthub.io/packages/helm/bitnami/redis" target="_blank" rel="noopener noreferrer">bitnami/redis</a></li><li><a href="https://artifacthub.io/packages/helm/bitnami/postgresql" target="_blank" rel="noopener noreferrer">bitnami/postgresql</a></li></ul><p>More info down below on some important overrides you might need.</p><ol start="4"><li>Install and run</li></ol><div class="language-sh codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sh codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">helm upgrade --install --values my-values.yaml superset superset/superset</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You should see various pods popping up, such as:</p><div class="language-sh codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sh codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">kubectl get pods</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">NAME                                    READY   STATUS      RESTARTS   AGE</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-celerybeat-7cdcc9575f-k6xmc    1/1     Running     0          119s</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-f5c9c667-dw9lp                 1/1     Running     0          4m7s</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-f5c9c667-fk8bk                 1/1     Running     0          4m11s</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-init-db-zlm9z                  0/1     Completed   0          111s</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-postgresql-0                   1/1     Running     0          6d20h</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-redis-master-0                 1/1     Running     0          6d20h</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-worker-75b48bbcc-jmmjr         1/1     Running     0          4m8s</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-worker-75b48bbcc-qrq49         1/1     Running     0          4m12s</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The exact list will depend on some of your specific configuration overrides but you should generally expect:</p><ul><li>N <code>superset-xxxx-yyyy</code> and <code>superset-worker-xxxx-yyyy</code> pods (depending on your <code>supersetNode.replicaCount</code> and <code>supersetWorker.replicaCount</code> values)</li><li>1 <code>superset-postgresql-0</code> depending on your postgres settings</li><li>1 <code>superset-redis-master-0</code> depending on your redis settings</li><li>1 <code>superset-celerybeat-xxxx-yyyy</code> pod if you have <code>supersetCeleryBeat.enabled = true</code> in your values overrides</li></ul><ol><li>Access it</li></ol><p>The chart will publish appropriate services to expose the Superset UI internally within your k8s cluster. To access it externally you will have to either:</p><ul><li>Configure the Service as a <code>LoadBalancer</code> or <code>NodePort</code></li><li>Set up an <code>Ingress</code> for it - the chart includes a definition, but will need to be tuned to your needs (hostname, tls, annotations etc...)</li><li>Run <code>kubectl port-forward superset-xxxx-yyyy :8088</code> to directly tunnel one pod&#x27;s port into your localhost</li></ul><p>Depending how you configured external access, the URL will vary. Once you&#x27;ve identified the appropriate URL you can log in with:</p><ul><li>user: <code>admin</code></li><li>password: <code>admin</code></li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="important-settings">Important settings<a href="#important-settings" class="hash-link" aria-label="Direct link to Important settings" title="Direct link to Important settings">​</a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="security-settings">Security settings<a href="#security-settings" class="hash-link" aria-label="Direct link to Security settings" title="Direct link to Security settings">​</a></h4><p>Default security settings and passwords are included but you <strong>SHOULD</strong> override those with your own, in particular:</p><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token key atrule" style="color:#00a4db">postgresql</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">  </span><span class="token key atrule" style="color:#00a4db">postgresqlPassword</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> superset</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Make sure, you set a unique strong complex alphanumeric string for your SECRET_KEY and use a tool to help you generate
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class="breadcrumbs__link">Installation and Configuration</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Installing on Kubernetes</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="installing-on-kubernetes">Installing on Kubernetes<a href="#installing-on-kubernetes" class="hash-link" aria-label="Direct link to Installing on Kubernetes" title="Direct link to Installing on Kubernetes">​</a></h2><p>Running Superset on Kubernetes is supported with the provided <a href="https://helm.sh/" target="_blank" rel="noopener noreferrer">Helm</a> chart found in the official <a href="https://apache.github.io/superset/index.yaml" target="_blank" rel="noopener noreferrer">Superset helm repository</a>.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="prerequisites">Prerequisites<a href="#prerequisites" class="hash-link" aria-label="Direct link to Prerequisites" title="Direct link to Prerequisites">​</a></h3><ul><li>A Kubernetes cluster</li><li>Helm installed</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="running">Running<a href="#running" class="hash-link" aria-label="Direct link to Running" title="Direct link to Running">​</a></h3><ol><li>Add the Superset helm repository</li></ol><div class="language-sh codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sh codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">helm repo add superset https://apache.github.io/superset</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">&quot;superset&quot; has been added to your repositories</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><ol start="2"><li>View charts in repo</li></ol><div class="language-sh codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sh codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">helm search repo superset</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">NAME                    CHART VERSION   APP VERSION     DESCRIPTION</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset/superset       0.1.1           1.0             Apache Superset is a modern, enterprise-ready b...</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><ol start="3"><li>Configure your setting overrides</li></ol><p>Just like any typical Helm chart, you&#x27;ll need to craft a <code>values.yaml</code> file that would define/override any of the values exposed into the default <a href="https://github.com/apache/superset/tree/master/helm/superset/values.yaml" target="_blank" rel="noopener noreferrer">values.yaml</a>, or from any of the dependent charts it depends on:</p><ul><li><a href="https://artifacthub.io/packages/helm/bitnami/redis" target="_blank" rel="noopener noreferrer">bitnami/redis</a></li><li><a href="https://artifacthub.io/packages/helm/bitnami/postgresql" target="_blank" rel="noopener noreferrer">bitnami/postgresql</a></li></ul><p>More info down below on some important overrides you might need.</p><ol start="4"><li>Install and run</li></ol><div class="language-sh codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sh codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">helm upgrade --install --values my-values.yaml superset superset/superset</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You should see various pods popping up, such as:</p><div class="language-sh codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sh codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">kubectl get pods</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">NAME                                    READY   STATUS      RESTARTS   AGE</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-celerybeat-7cdcc9575f-k6xmc    1/1     Running     0          119s</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-f5c9c667-dw9lp                 1/1     Running     0          4m7s</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-f5c9c667-fk8bk                 1/1     Running     0          4m11s</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-init-db-zlm9z                  0/1     Completed   0          111s</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-postgresql-0                   1/1     Running     0          6d20h</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-redis-master-0                 1/1     Running     0          6d20h</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-worker-75b48bbcc-jmmjr         1/1     Running     0          4m8s</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-worker-75b48bbcc-qrq49         1/1     Running     0          4m12s</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The exact list will depend on some of your specific configuration overrides but you should generally expect:</p><ul><li>N <code>superset-xxxx-yyyy</code> and <code>superset-worker-xxxx-yyyy</code> pods (depending on your <code>supersetNode.replicaCount</code> and <code>supersetWorker.replicaCount</code> values)</li><li>1 <code>superset-postgresql-0</code> depending on your postgres settings</li><li>1 <code>superset-redis-master-0</code> depending on your redis settings</li><li>1 <code>superset-celerybeat-xxxx-yyyy</code> pod if you have <code>supersetCeleryBeat.enabled = true</code> in your values overrides</li></ul><ol><li>Access it</li></ol><p>The chart will publish appropriate services to expose the Superset UI internally within your k8s cluster. To access it externally you will have to either:</p><ul><li>Configure the Service as a <code>LoadBalancer</code> or <code>NodePort</code></li><li>Set up an <code>Ingress</code> for it - the chart includes a definition, but will need to be tuned to your needs (hostname, tls, annotations etc...)</li><li>Run <code>kubectl port-forward superset-xxxx-yyyy :8088</code> to directly tunnel one pod&#x27;s port into your localhost</li></ul><p>Depending how you configured external access, the URL will vary. Once you&#x27;ve identified the appropriate URL you can log in with:</p><ul><li>user: <code>admin</code></li><li>password: <code>admin</code></li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="important-settings">Important settings<a href="#important-settings" class="hash-link" aria-label="Direct link to Important settings" title="Direct link to Important settings">​</a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="security-settings">Security settings<a href="#security-settings" class="hash-link" aria-label="Direct link to Security settings" title="Direct link to Security settings">​</a></h4><p>Default security settings and passwords are included but you <strong>SHOULD</strong> override those with your own, in particular:</p><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token key atrule" style="color:#00a4db">postgresql</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">  </span><span class="token key atrule" style="color:#00a4db">postgresqlPassword</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> superset</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Make sure, you set a unique strong complex alphanumeric string for your SECRET_KEY and use a tool to help you generate
 a sufficiently random sequence.</p><ul><li>To generate a good key you can run, <code>openssl rand -base64 42</code></li></ul><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token key atrule" style="color:#00a4db">configOverrides</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">  </span><span class="token key atrule" style="color:#00a4db">secret</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">|</span><span class="token scalar string" style="color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c">    SECRET_KEY = &#x27;YOUR_OWN_RANDOM_GENERATED_SECRET_KEY&#x27;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If you want to change the previous secret key then you should rotate the keys.
 Default secret key for kubernetes deployment is <code>thisISaSECRET_1234</code></p><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token key atrule" style="color:#00a4db">configOverrides</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">  </span><span class="token key atrule" style="color:#00a4db">my_override</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">|</span><span class="token scalar string" style="color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c">    PREVIOUS_SECRET_KEY = &#x27;YOUR_PREVIOUS_SECRET_KEY&#x27;</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c">    SECRET_KEY = &#x27;YOUR_OWN_RANDOM_GENERATED_SECRET_KEY&#x27;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token key atrule" style="color:#00a4db">init</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">  </span><span class="token key atrule" style="color:#00a4db">command</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain"> /bin/sh</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain">c</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    </span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">|</span><span class="token scalar string" style="color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c">      . {{ .Values.configMountPath }}/superset_bootstrap.sh</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c">      superset re-encrypt-secrets</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c">      . {{ .Values.configMountPath }}/superset_init.sh</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><div class="theme-admonition theme-admonition-note alert alert--secondary admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M6.3 5.69a.942.942 0 0 1-.28-.7c0-.28.09-.52.28-.7.19-.18.42-.28.7-.28.28 0 .52.09.7.28.18.19.28.42.28.7 0 .28-.09.52-.28.7a1 1 0 0 1-.7.3c-.28 0-.52-.11-.7-.3zM8 7.99c-.02-.25-.11-.48-.31-.69-.2-.19-.42-.3-.69-.31H6c-.27.02-.48.13-.69.31-.2.2-.3.44-.31.69h1v3c.02.27.11.5.31.69.2.2.42.31.69.31h1c.27 0 .48-.11.69-.31.2-.19.3-.42.31-.69H8V7.98v.01zM7 2.3c-3.14 0-5.7 2.54-5.7 5.68 0 3.14 2.56 5.7 5.7 5.7s5.7-2.55 5.7-5.7c0-3.15-2.56-5.69-5.7-5.69v.01zM7 .98c3.86 0 7 3.14 7 7s-3.14 7-7 7-7-3.12-7-7 3.14-7 7-7z"></path></svg></span>note</div><div class="admonitionContent_S0QG"><p>Superset uses <a href="https://about.scarf.sh/scarf-gateway" target="_blank" rel="noopener noreferrer">Scarf Gateway</a> to collect telemetry data.  Knowing the installation counts for different Superset versions informs the  project&#x27;s decisions about patching and long-term support. Scarf purges personally identifiable information (PII) and provides only aggregated statistics.</p><p>To opt-out of this data collection in your Helm-based installation, edit the <code>repository:</code> line in your <code>helm/superset/values.yaml</code> file, replacing <code>apachesuperset.docker.scarf.sh/apache/superset</code> with <code>apache/superset</code> to pull the image directly from Docker Hub.</p></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="dependencies">Dependencies<a href="#dependencies" class="hash-link" aria-label="Direct link to Dependencies" title="Direct link to Dependencies">​</a></h4><p>Install additional packages and do any other bootstrap configuration in the bootstrap script.
 For production clusters it&#x27;s recommended to build own image with this step done in CI.</p><div class="theme-admonition theme-admonition-note alert alert--secondary admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M6.3 5.69a.942.942 0 0 1-.28-.7c0-.28.09-.52.28-.7.19-.18.42-.28.7-.28.28 0 .52.09.7.28.18.19.28.42.28.7 0 .28-.09.52-.28.7a1 1 0 0 1-.7.3c-.28 0-.52-.11-.7-.3zM8 7.99c-.02-.25-.11-.48-.31-.69-.2-.19-.42-.3-.69-.31H6c-.27.02-.48.13-.69.31-.2.2-.3.44-.31.69h1v3c.02.27.11.5.31.69.2.2.42.31.69.31h1c.27 0 .48-.11.69-.31.2-.19.3-.42.31-.69H8V7.98v.01zM7 2.3c-3.14 0-5.7 2.54-5.7 5.68 0 3.14 2.56 5.7 5.7 5.7s5.7-2.55 5.7-5.7c0-3.15-2.56-5.69-5.7-5.69v.01zM7 .98c3.86 0 7 3.14 7 7s-3.14 7-7 7-7-3.12-7-7 3.14-7 7-7z"></path></svg></span>note</div><div class="admonitionContent_S0QG"><p>Superset requires a Python DB-API database driver and a SQLAlchemy
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class="breadcrumbs__link">Installation and Configuration</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Setup SSH Tunneling</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="ssh-tunneling">SSH Tunneling<a href="#ssh-tunneling" class="hash-link" aria-label="Direct link to SSH Tunneling" title="Direct link to SSH Tunneling">​</a></h2><ol><li><p>Turn on feature flag</p><ul><li>Change <a href="https://github.com/apache/superset/blob/eb8386e3f0647df6d1bbde8b42073850796cc16f/superset/config.py#L489" target="_blank" rel="noopener noreferrer"><code>SSH_TUNNELING</code></a> to <code>True</code></li><li>If you want to add more security when establishing the tunnel we allow users to overwrite the <code>SSHTunnelManager</code> class <a href="https://github.com/apache/superset/blob/eb8386e3f0647df6d1bbde8b42073850796cc16f/superset/config.py#L507" target="_blank" rel="noopener noreferrer">here</a></li><li>You can also set the <a href="https://github.com/apache/superset/blob/eb8386e3f0647df6d1bbde8b42073850796cc16f/superset/config.py#L508" target="_blank" rel="noopener noreferrer"><code>SSH_TUNNEL_LOCAL_BIND_ADDRESS</code></a> this the host address where the tunnel will be accessible on your VPC</li></ul></li><li><p>Create database w/ ssh tunnel enabled</p><ul><li>With the feature flag enabled you should now see ssh tunnel toggle.</li><li>Click the toggle to enables ssh tunneling and add your credentials accordingly.<ul><li>Superset allows for 2 different type authentication (Basic + Private Key). These credentials should come from your service provider.</li></ul></li></ul></li><li><p>Verify data is flowing</p><ul><li>Once SSH tunneling has been enabled, go to SQL Lab and write a query to verify data is properly flowing.</li></ul></li></ol></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/installation/setup-ssh-tunneling.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/installation/sql-templating"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">SQL Templating</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/creating-charts-dashboards/creating-your-first-dashboard"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Creating Your First Dashboard</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#ssh-tunneling" class="table-of-contents__link toc-highlight">SSH Tunneling</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="breadcrumbs__link">Installation and Configuration</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Setup SSH Tunneling</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="ssh-tunneling">SSH Tunneling<a href="#ssh-tunneling" class="hash-link" aria-label="Direct link to SSH Tunneling" title="Direct link to SSH Tunneling">​</a></h2><ol><li><p>Turn on feature flag</p><ul><li>Change <a href="https://github.com/apache/superset/blob/eb8386e3f0647df6d1bbde8b42073850796cc16f/superset/config.py#L489" target="_blank" rel="noopener noreferrer"><code>SSH_TUNNELING</code></a> to <code>True</code></li><li>If you want to add more security when establishing the tunnel we allow users to overwrite the <code>SSHTunnelManager</code> class <a href="https://github.com/apache/superset/blob/eb8386e3f0647df6d1bbde8b42073850796cc16f/superset/config.py#L507" target="_blank" rel="noopener noreferrer">here</a></li><li>You can also set the <a href="https://github.com/apache/superset/blob/eb8386e3f0647df6d1bbde8b42073850796cc16f/superset/config.py#L508" target="_blank" rel="noopener noreferrer"><code>SSH_TUNNEL_LOCAL_BIND_ADDRESS</code></a> this the host address where the tunnel will be accessible on your VPC</li></ul></li><li><p>Create database w/ ssh tunnel enabled</p><ul><li>With the feature flag enabled you should now see ssh tunnel toggle.</li><li>Click the toggle to enables ssh tunneling and add your credentials accordingly.<ul><li>Superset allows for 2 different type authentication (Basic + Private Key). These credentials should come from your service provider.</li></ul></li></ul></li><li><p>Verify data is flowing</p><ul><li>Once SSH tunneling has been enabled, go to SQL Lab and write a query to verify data is properly flowing.</li></ul></li></ol></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/installation/setup-ssh-tunneling.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/installation/sql-templating"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">SQL Templating</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/creating-charts-dashboards/creating-your-first-dashboard"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Creating Your First Dashboard</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#ssh-tunneling" class="table-of-contents__link toc-highlight">SSH Tunneling</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="breadcrumbs__link">Installation and Configuration</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">SQL Templating</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="sql-templating">SQL Templating<a href="#sql-templating" class="hash-link" aria-label="Direct link to SQL Templating" title="Direct link to SQL Templating">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="jinja-templates">Jinja Templates<a href="#jinja-templates" class="hash-link" aria-label="Direct link to Jinja Templates" title="Direct link to Jinja Templates">​</a></h3><p>SQL Lab and Explore supports <a href="https://jinja.palletsprojects.com/en/2.11.x/" target="_blank" rel="noopener noreferrer">Jinja templating</a> in queries.
 To enable templating, the <code>ENABLE_TEMPLATE_PROCESSING</code> <a href="https://superset.apache.org/docs/installation/configuring-superset#feature-flags" target="_blank" rel="noopener noreferrer">feature flag</a> needs to be enabled in
 <code>superset_config.py</code>. When templating is enabled, python code can be embedded in virtual datasets and
 in Custom SQL in the filter and metric controls in Explore. By default, the following variables are
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class="breadcrumbs__link">Installation and Configuration</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Upgrading Superset</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="upgrading-superset">Upgrading Superset<a href="#upgrading-superset" class="hash-link" aria-label="Direct link to Upgrading Superset" title="Direct link to Upgrading Superset">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="docker-compose">Docker Compose<a href="#docker-compose" class="hash-link" aria-label="Direct link to Docker Compose" title="Direct link to Docker Compose">​</a></h3><p>First make sure to wind down the running containers in Docker Compose:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">docker</span><span class="token plain"> compose down</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Then, update the folder that mirrors the <code>superset</code> repo through git:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token builtin class-name">cd</span><span class="token plain"> superset/</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">git</span><span class="token plain"> pull origin master</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Then, restart the containers and any changed Docker images will be automatically pulled down:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">docker</span><span class="token plain"> compose up</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="updating-superset-manually">Updating Superset Manually<a href="#updating-superset-manually" class="hash-link" aria-label="Direct link to Updating Superset Manually" title="Direct link to Updating Superset Manually">​</a></h3><p>To upgrade superset in a native installation, run the following commands:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> apache-superset --upgrade</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset db upgrade</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset init</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>While upgrading superset should not delete your charts and dashboards, we recommend following best
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class="breadcrumbs__link">Installation and Configuration</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Upgrading Superset</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="upgrading-superset">Upgrading Superset<a href="#upgrading-superset" class="hash-link" aria-label="Direct link to Upgrading Superset" title="Direct link to Upgrading Superset">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="docker-compose">Docker Compose<a href="#docker-compose" class="hash-link" aria-label="Direct link to Docker Compose" title="Direct link to Docker Compose">​</a></h3><p>First make sure to wind down the running containers in Docker Compose:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">docker</span><span class="token plain"> compose down</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Then, update the folder that mirrors the <code>superset</code> repo through git:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token builtin class-name">cd</span><span class="token plain"> superset/</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">git</span><span class="token plain"> pull origin master</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Then, restart the containers and any changed Docker images will be automatically pulled down:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">docker</span><span class="token plain"> compose up</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="updating-superset-manually">Updating Superset Manually<a href="#updating-superset-manually" class="hash-link" aria-label="Direct link to Updating Superset Manually" title="Direct link to Updating Superset Manually">​</a></h3><p>To upgrade superset in a native installation, run the following commands:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> apache-superset --upgrade</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset db upgrade</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset init</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>While upgrading superset should not delete your charts and dashboards, we recommend following best
 practices and to backup your metadata database before upgrading. Before upgrading production, we
 recommend upgrading in a staging environment and upgrading production finally during off-peak usage.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/installation/upgrading-superset.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/installation/event-logging"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Event Logging</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/installation/async-queries-celery"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Async Queries via Celery</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#upgrading-superset" class="table-of-contents__link toc-highlight">Upgrading Superset</a><ul><li><a href="#docker-compose" class="table-of-contents__link toc-highlight">Docker Compose</a></li><li><a href="#updating-superset-manually" class="table-of-contents__link toc-highlight">Updating Superset Manually</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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link to What is Apache Superset?">​</a></h2><p>Apache Superset is a modern, enterprise-ready business intelligence web application. It
 is fast, lightweight, intuitive, and loaded with options that make it easy for users of all skill
 sets to explore and visualize their data, from simple pie charts to highly detailed deck.gl
 geospatial charts.</p><p>Here are a <strong>few different ways you can get started with Superset</strong>:</p><ul><li>Install Superset <a href="https://superset.apache.org/docs/installation/installing-superset-from-scratch/" target="_blank" rel="noopener noreferrer">from scratch</a></li><li>Deploy Superset locally with one command
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padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_VOVn"><div class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Miscellaneous</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Chart Parameters Reference</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="chart-parameters">Chart Parameters<a href="#chart-parameters" class="hash-link" aria-label="Direct link to Chart Parameters" title="Direct link to Chart Parameters">​</a></h2><p>Chart parameters are stored as a JSON encoded string in the <code>slices.params</code> column and are often referenced throughout the code as form-data. Currently the form-data is neither versioned nor typed as thus is somewhat free-formed. Note in the future there may be merit in using something like <a href="https://json-schema.org/" target="_blank" rel="noopener noreferrer">JSON Schema</a> to both annotate and validate the JSON object in addition to using a Mypy <code>TypedDict</code> (introduced in Python 3.8) for typing the form-data in the backend. This section serves as a potential primer for that work.</p><p>The following tables provide a non-exhaustive list of the various fields which can be present in the JSON object grouped by the Explorer pane sections. These values were obtained by extracting the distinct fields from a legacy deployment consisting of tens of thousands of charts and thus some fields may be missing whilst others may be deprecated.</p><p>Note not all fields are correctly categorized. The fields vary based on visualization type and may appear in different sections depending on the type. Verified deprecated columns may indicate a missing migration and/or prior migrations which were unsuccessful and thus future work may be required to clean up the form-data.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="datasource--chart-type">Datasource &amp; Chart Type<a href="#datasource--chart-type" class="hash-link" aria-label="Direct link to Datasource &amp; Chart Type" title="Direct link to Datasource &amp; Chart Type">​</a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>database_name</code></td><td><em>string</em></td><td><em>Deprecated?</em></td></tr><tr><td><code>datasource</code></td><td><em>string</em></td><td><code>&lt;datasource_id&gt;__&lt;datasource_type&gt;</code></td></tr><tr><td><code>datasource_id</code></td><td><em>string</em></td><td><em>Deprecated?</em> See <code>datasource</code></td></tr><tr><td><code>datasource_name</code></td><td><em>string</em></td><td><em>Deprecated?</em></td></tr><tr><td><code>datasource_type</code></td><td><em>string</em></td><td><em>Deprecated?</em> See <code>datasource</code></td></tr><tr><td><code>viz_type</code></td><td><em>string</em></td><td>The <strong>Visualization Type</strong> widget</td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="time">Time<a href="#time" class="hash-link" aria-label="Direct link to Time" title="Direct link to Time">​</a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>granularity_sqla</code></td><td><em>string</em></td><td>The SQLA <strong>Time Column</strong> widget</td></tr><tr><td><code>time_grain_sqla</code></td><td><em>string</em></td><td>The SQLA <strong>Time Grain</strong> widget</td></tr><tr><td><code>time_range</code></td><td><em>string</em></td><td>The <strong>Time range</strong> widget</td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="group-by">GROUP BY<a href="#group-by" class="hash-link" aria-label="Direct link to GROUP BY" title="Direct link to GROUP BY">​</a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>metrics</code></td><td><em>array(string)</em></td><td>See Query section</td></tr><tr><td><code>order_asc</code></td><td>-</td><td>See Query section</td></tr><tr><td><code>row_limit</code></td><td>-</td><td>See Query section</td></tr><tr><td><code>timeseries_limit_metric</code></td><td>-</td><td>See Query section</td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="not-grouped-by">NOT GROUPED BY<a href="#not-grouped-by" class="hash-link" aria-label="Direct link to NOT GROUPED BY" title="Direct link to NOT GROUPED BY">​</a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>order_by_cols</code></td><td><em>array(string)</em></td><td>The <strong>Ordering</strong> widget</td></tr><tr><td><code>row_limit</code></td><td>-</td><td>See Query section</td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="y-axis-1">Y Axis 1<a href="#y-axis-1" class="hash-link" aria-label="Direct link to Y Axis 1" title="Direct link to Y Axis 1">​</a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>metric</code></td><td>-</td><td>The <strong>Left Axis Metric</strong> widget. See Query section</td></tr><tr><td><code>y_axis_format</code></td><td>-</td><td>See Y Axis section</td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="y-axis-2">Y Axis 2<a href="#y-axis-2" class="hash-link" aria-label="Direct link to Y Axis 2" title="Direct link to Y Axis 2">​</a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>metric_2</code></td><td>-</td><td>The <strong>Right Axis Metric</strong> widget. See Query section</td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="query">Query<a href="#query" class="hash-link" aria-label="Direct link to Query" title="Direct link to Query">​</a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>adhoc_filters</code></td><td><em>array(object)</em></td><td>The <strong>Filters</strong> widget</td></tr><tr><td><code>extra_filters</code></td><td><em>array(object)</em></td><td>Another pathway to the <strong>Filters</strong> widget.<br>It is generally used to pass dashboard filter parameters to a chart.<br>It can be used for appending additional filters to a chart that has been saved with its own filters on an ad-hoc basis if the chart is being used as a standalone widget.<br><br>For implementation examples see : <a href="https://github.com/apache/superset/blob/66a4c94a1ed542e69fe6399bab4c01d4540486cf/tests/utils_tests.py#L181" target="_blank" rel="noopener noreferrer">utils test.py</a><br>For insight into how superset processes the contents of this parameter see: <a href="https://github.com/apache/superset/blob/93c7f5bb446ec6895d7702835f3157426955d5a9/superset-frontend/src/explore/exploreUtils/index.js#L159" target="_blank" rel="noopener noreferrer">exploreUtils/index.js</a></td></tr><tr><td><code>columns</code></td><td><em>array(string)</em></td><td>The <strong>Breakdowns</strong> widget</td></tr><tr><td><code>groupby</code></td><td><em>array(string)</em></td><td>The <strong>Group by</strong> or <strong>Series</strong> widget</td></tr><tr><td><code>limit</code></td><td><em>number</em></td><td>The <strong>Series Limit</strong> widget</td></tr><tr><td><code>metric</code><br><code>metric_2</code><br><code>metrics</code><br><code>percent_metrics</code><br><code>secondary_metric</code><br><code>size</code><br><code>x</code><br><code>y</code></td><td><em>string</em>,<em>object</em>,<em>array(string)</em>,<em>array(object)</em></td><td>The metric(s) depending on the visualization type</td></tr><tr><td><code>order_asc</code></td><td><em>boolean</em></td><td>The <strong>Sort Descending</strong> widget</td></tr><tr><td><code>row_limit</code></td><td><em>number</em></td><td>The <strong>Row limit</strong> widget</td></tr><tr><td><code>timeseries_limit_metric</code></td><td><em>object</em></td><td>The <strong>Sort By</strong> widget</td></tr></tbody></table><p>The <code>metric</code> (or equivalent) and <code>timeseries_limit_metric</code> fields are all composed of either metric names or the JSON representation of the <code>AdhocMetric</code> TypeScript type. The <code>adhoc_filters</code> is composed of the JSON represent of the <code>AdhocFilter</code> TypeScript type (which can comprise of columns or metrics depending on whether it is a WHERE or HAVING clause). The <code>all_columns</code>, <code>all_columns_x</code>, <code>columns</code>, <code>groupby</code>, and <code>order_by_cols</code> fields all represent column names.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="chart-options">Chart Options<a href="#chart-options" class="hash-link" aria-label="Direct link to Chart Options" title="Direct link to Chart Options">​</a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>color_picker</code></td><td><em>object</em></td><td>The <strong>Fixed Color</strong> widget</td></tr><tr><td><code>label_colors</code></td><td><em>object</em></td><td>The <strong>Color Scheme</strong> widget</td></tr><tr><td><code>normalized</code></td><td><em>boolean</em></td><td>The <strong>Normalized</strong> widget</td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="y-axis">Y Axis<a href="#y-axis" class="hash-link" aria-label="Direct link to Y Axis" title="Direct link to Y Axis">​</a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>y_axis_2_label</code></td><td><em>N/A</em></td><td><em>Deprecated?</em></td></tr><tr><td><code>y_axis_format</code></td><td><em>string</em></td><td>The <strong>Y Axis Format</strong> widget</td></tr><tr><td><code>y_axis_zero</code></td><td><em>N/A</em></td><td><em>Deprecated?</em></td></tr></tbody></table><p>Note the <code>y_axis_format</code> is defined under various section for some charts.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="other">Other<a href="#other" class="hash-link" aria-label="Direct link to Other" title="Direct link to Other">​</a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>color_scheme</code></td><td><em>string</em></td><td></td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="unclassified">Unclassified<a href="#unclassified" class="hash-link" aria-label="Direct link to Unclassified" title="Direct link to Unclassified">​</a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>add_to_dash</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>code</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>collapsed_fieldsets</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>comparison type</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>country_fieldtype</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>default_filters</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>entity</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>expanded_slices</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>filter_immune_slice_fields</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>filter_immune_slices</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>flt_col_0</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>flt_col_1</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>flt_eq_0</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>flt_eq_1</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>flt_op_0</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>flt_op_1</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>goto_dash</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>import_time</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>label</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>linear_color_scheme</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>new_dashboard_name</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>new_slice_name</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>num_period_compare</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>period_ratio_type</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>perm</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>rdo_save</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>refresh_frequency</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>remote_id</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>resample_fillmethod</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>resample_how</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>rose_area_proportion</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>save_to_dashboard_id</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>schema</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>series</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>show_bubbles</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>slice_name</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>timed_refresh_immune_slices</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>userid</code></td><td><em>N/A</em></td><td></td></tr></tbody></table></div><footer 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padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_VOVn"><div class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Miscellaneous</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Chart Parameters Reference</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="chart-parameters">Chart Parameters<a href="#chart-parameters" class="hash-link" aria-label="Direct link to Chart Parameters" title="Direct link to Chart Parameters">​</a></h2><p>Chart parameters are stored as a JSON encoded string in the <code>slices.params</code> column and are often referenced throughout the code as form-data. Currently the form-data is neither versioned nor typed as thus is somewhat free-formed. Note in the future there may be merit in using something like <a href="https://json-schema.org/" target="_blank" rel="noopener noreferrer">JSON Schema</a> to both annotate and validate the JSON object in addition to using a Mypy <code>TypedDict</code> (introduced in Python 3.8) for typing the form-data in the backend. This section serves as a potential primer for that work.</p><p>The following tables provide a non-exhaustive list of the various fields which can be present in the JSON object grouped by the Explorer pane sections. These values were obtained by extracting the distinct fields from a legacy deployment consisting of tens of thousands of charts and thus some fields may be missing whilst others may be deprecated.</p><p>Note not all fields are correctly categorized. The fields vary based on visualization type and may appear in different sections depending on the type. Verified deprecated columns may indicate a missing migration and/or prior migrations which were unsuccessful and thus future work may be required to clean up the form-data.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="datasource--chart-type">Datasource &amp; Chart Type<a href="#datasource--chart-type" class="hash-link" aria-label="Direct link to Datasource &amp; Chart Type" title="Direct link to Datasource &amp; Chart Type">​</a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>database_name</code></td><td><em>string</em></td><td><em>Deprecated?</em></td></tr><tr><td><code>datasource</code></td><td><em>string</em></td><td><code>&lt;datasource_id&gt;__&lt;datasource_type&gt;</code></td></tr><tr><td><code>datasource_id</code></td><td><em>string</em></td><td><em>Deprecated?</em> See <code>datasource</code></td></tr><tr><td><code>datasource_name</code></td><td><em>string</em></td><td><em>Deprecated?</em></td></tr><tr><td><code>datasource_type</code></td><td><em>string</em></td><td><em>Deprecated?</em> See <code>datasource</code></td></tr><tr><td><code>viz_type</code></td><td><em>string</em></td><td>The <strong>Visualization Type</strong> widget</td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="time">Time<a href="#time" class="hash-link" aria-label="Direct link to Time" title="Direct link to Time">​</a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>granularity_sqla</code></td><td><em>string</em></td><td>The SQLA <strong>Time Column</strong> widget</td></tr><tr><td><code>time_grain_sqla</code></td><td><em>string</em></td><td>The SQLA <strong>Time Grain</strong> widget</td></tr><tr><td><code>time_range</code></td><td><em>string</em></td><td>The <strong>Time range</strong> widget</td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="group-by">GROUP BY<a href="#group-by" class="hash-link" aria-label="Direct link to GROUP BY" title="Direct link to GROUP BY">​</a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>metrics</code></td><td><em>array(string)</em></td><td>See Query section</td></tr><tr><td><code>order_asc</code></td><td>-</td><td>See Query section</td></tr><tr><td><code>row_limit</code></td><td>-</td><td>See Query section</td></tr><tr><td><code>timeseries_limit_metric</code></td><td>-</td><td>See Query section</td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="not-grouped-by">NOT GROUPED BY<a href="#not-grouped-by" class="hash-link" aria-label="Direct link to NOT GROUPED BY" title="Direct link to NOT GROUPED BY">​</a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>order_by_cols</code></td><td><em>array(string)</em></td><td>The <strong>Ordering</strong> widget</td></tr><tr><td><code>row_limit</code></td><td>-</td><td>See Query section</td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="y-axis-1">Y Axis 1<a href="#y-axis-1" class="hash-link" aria-label="Direct link to Y Axis 1" title="Direct link to Y Axis 1">​</a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>metric</code></td><td>-</td><td>The <strong>Left Axis Metric</strong> widget. See Query section</td></tr><tr><td><code>y_axis_format</code></td><td>-</td><td>See Y Axis section</td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="y-axis-2">Y Axis 2<a href="#y-axis-2" class="hash-link" aria-label="Direct link to Y Axis 2" title="Direct link to Y Axis 2">​</a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>metric_2</code></td><td>-</td><td>The <strong>Right Axis Metric</strong> widget. See Query section</td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="query">Query<a href="#query" class="hash-link" aria-label="Direct link to Query" title="Direct link to Query">​</a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>adhoc_filters</code></td><td><em>array(object)</em></td><td>The <strong>Filters</strong> widget</td></tr><tr><td><code>extra_filters</code></td><td><em>array(object)</em></td><td>Another pathway to the <strong>Filters</strong> widget.<br>It is generally used to pass dashboard filter parameters to a chart.<br>It can be used for appending additional filters to a chart that has been saved with its own filters on an ad-hoc basis if the chart is being used as a standalone widget.<br><br>For implementation examples see : <a href="https://github.com/apache/superset/blob/66a4c94a1ed542e69fe6399bab4c01d4540486cf/tests/utils_tests.py#L181" target="_blank" rel="noopener noreferrer">utils test.py</a><br>For insight into how superset processes the contents of this parameter see: <a href="https://github.com/apache/superset/blob/93c7f5bb446ec6895d7702835f3157426955d5a9/superset-frontend/src/explore/exploreUtils/index.js#L159" target="_blank" rel="noopener noreferrer">exploreUtils/index.js</a></td></tr><tr><td><code>columns</code></td><td><em>array(string)</em></td><td>The <strong>Breakdowns</strong> widget</td></tr><tr><td><code>groupby</code></td><td><em>array(string)</em></td><td>The <strong>Group by</strong> or <strong>Series</strong> widget</td></tr><tr><td><code>limit</code></td><td><em>number</em></td><td>The <strong>Series Limit</strong> widget</td></tr><tr><td><code>metric</code><br><code>metric_2</code><br><code>metrics</code><br><code>percent_metrics</code><br><code>secondary_metric</code><br><code>size</code><br><code>x</code><br><code>y</code></td><td><em>string</em>,<em>object</em>,<em>array(string)</em>,<em>array(object)</em></td><td>The metric(s) depending on the visualization type</td></tr><tr><td><code>order_asc</code></td><td><em>boolean</em></td><td>The <strong>Sort Descending</strong> widget</td></tr><tr><td><code>row_limit</code></td><td><em>number</em></td><td>The <strong>Row limit</strong> widget</td></tr><tr><td><code>timeseries_limit_metric</code></td><td><em>object</em></td><td>The <strong>Sort By</strong> widget</td></tr></tbody></table><p>The <code>metric</code> (or equivalent) and <code>timeseries_limit_metric</code> fields are all composed of either metric names or the JSON representation of the <code>AdhocMetric</code> TypeScript type. The <code>adhoc_filters</code> is composed of the JSON represent of the <code>AdhocFilter</code> TypeScript type (which can comprise of columns or metrics depending on whether it is a WHERE or HAVING clause). The <code>all_columns</code>, <code>all_columns_x</code>, <code>columns</code>, <code>groupby</code>, and <code>order_by_cols</code> fields all represent column names.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="chart-options">Chart Options<a href="#chart-options" class="hash-link" aria-label="Direct link to Chart Options" title="Direct link to Chart Options">​</a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>color_picker</code></td><td><em>object</em></td><td>The <strong>Fixed Color</strong> widget</td></tr><tr><td><code>label_colors</code></td><td><em>object</em></td><td>The <strong>Color Scheme</strong> widget</td></tr><tr><td><code>normalized</code></td><td><em>boolean</em></td><td>The <strong>Normalized</strong> widget</td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="y-axis">Y Axis<a href="#y-axis" class="hash-link" aria-label="Direct link to Y Axis" title="Direct link to Y Axis">​</a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>y_axis_2_label</code></td><td><em>N/A</em></td><td><em>Deprecated?</em></td></tr><tr><td><code>y_axis_format</code></td><td><em>string</em></td><td>The <strong>Y Axis Format</strong> widget</td></tr><tr><td><code>y_axis_zero</code></td><td><em>N/A</em></td><td><em>Deprecated?</em></td></tr></tbody></table><p>Note the <code>y_axis_format</code> is defined under various section for some charts.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="other">Other<a href="#other" class="hash-link" aria-label="Direct link to Other" title="Direct link to Other">​</a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>color_scheme</code></td><td><em>string</em></td><td></td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="unclassified">Unclassified<a href="#unclassified" class="hash-link" aria-label="Direct link to Unclassified" title="Direct link to Unclassified">​</a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>add_to_dash</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>code</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>collapsed_fieldsets</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>comparison type</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>country_fieldtype</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>default_filters</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>entity</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>expanded_slices</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>filter_immune_slice_fields</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>filter_immune_slices</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>flt_col_0</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>flt_col_1</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>flt_eq_0</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>flt_eq_1</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>flt_op_0</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>flt_op_1</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>goto_dash</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>import_time</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>label</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>linear_color_scheme</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>new_dashboard_name</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>new_slice_name</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>num_period_compare</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>period_ratio_type</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>perm</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>rdo_save</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>refresh_frequency</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>remote_id</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>resample_fillmethod</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>resample_how</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>rose_area_proportion</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>save_to_dashboard_id</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>schema</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>series</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>show_bubbles</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>slice_name</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>timed_refresh_immune_slices</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>userid</code></td><td><em>N/A</em></td><td></td></tr></tbody></table></div><footer 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Tools</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="the-country-map-visualization">The Country Map Visualization<a href="#the-country-map-visualization" class="hash-link" aria-label="Direct link to The Country Map Visualization" title="Direct link to The Country Map Visualization">​</a></h2><p>The Country Map visualization allows you to plot lightweight choropleth maps of
 your countries by province, states, or other subdivision types. It does not rely
 on any third-party map services but would require you to provide the
 <a href="https://en.wikipedia.org/wiki/ISO_3166-2" target="_blank" rel="noopener noreferrer">ISO-3166-2</a> codes of your country&#x27;s
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Exporting Datasources</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="importing-and-exporting-datasources">Importing and Exporting Datasources<a href="#importing-and-exporting-datasources" class="hash-link" aria-label="Direct link to Importing and Exporting Datasources" title="Direct link to Importing and Exporting Datasources">​</a></h2><p>The superset cli allows you to import and export datasources from and to YAML. Datasources include
 databases. The data is expected to be organized in the following hierarchy:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">├──databases</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">|  ├──database_1</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">|  |  ├──table_1</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">|  |  |  ├──columns</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">|  |  |  |  ├──column_1</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">|  |  |  |  ├──column_2</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">|  |  |  |  └──... (more columns)</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">|  |  |  └──metrics</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">|  |  |     ├──metric_1</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">|  |  |     ├──metric_2</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">|  |  |     └──... (more metrics)</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">|  |  └── ... (more tables)</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">|  └── ... (more databases)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="exporting-datasources-to-yaml">Exporting Datasources to YAML<a href="#exporting-datasources-to-yaml" class="hash-link" aria-label="Direct link to Exporting Datasources to YAML" title="Direct link to Exporting Datasources to YAML">​</a></h3><p>You can print your current datasources to stdout by running:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">superset export_datasources</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To save your datasources to a file run:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">superset export_datasources -f &lt;filename&gt;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>By default, default (null) values will be omitted. Use the -d flag to include them. If you want back
 references to be included (e.g. a column to include the table id it belongs to) use the -b flag.</p><p>Alternatively, you can export datasources using the UI:</p><ol><li>Open <strong>Sources -&gt; Databases</strong> to export all tables associated to a single or multiple databases.
 (<strong>Tables</strong> for one or more tables)</li><li>Select the items you would like to export.</li><li>Click <strong>Actions -&gt; Export</strong> to YAML</li><li>If you want to import an item that you exported through the UI, you will need to nest it inside
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 Superset and provides additional context.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1000">Issue 1000<a href="#issue-1000" class="hash-link" aria-label="Direct link to Issue 1000" title="Direct link to Issue 1000">​</a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The datasource is too large to query.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>It&#x27;s likely your datasource has grown too large to run the current
 query, and is timing out. You can resolve this by reducing the
 size of your datasource or by modifying your query to only process a
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Legacy to Native Filters</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>Migrating from Legacy to Native Filters</h1></header><h2></h2><p>The <code>superset native-filters</code> CLI command group—somewhat akin to an Alembic migration—
 comprises of a number of sub-commands which allows administrators to upgrade/downgrade
 existing dashboards which use the legacy filter-box charts—in combination with the
 filter scopes/filter mapping—to use the native filter dashboard component.</p><p>Even though both legacy and native filters can coexist the overall user experience (UX)
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itemprop="name">Timezones</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="timezones">Timezones<a href="#timezones" class="hash-link" aria-label="Direct link to Timezones" title="Direct link to Timezones">​</a></h2><p>There are four distinct timezone components which relate to Apache Superset,</p><ol><li>The timezone that the underlying data is encoded in.</li><li>The timezone of the database engine.</li><li>The timezone of the Apache Superset backend.</li><li>The timezone of the Apache Superset client.</li></ol><p>where if a temporal field (<code>DATETIME</code>, <code>TIME</code>, <code>TIMESTAMP</code>, etc.) does not explicitly define a timezone it defaults to the underlying timezone of the component.</p><p>To help make the problem somewhat tractable—given that Apache Superset has no control on either how the data is ingested (1) or the timezone of the client (4)—from a consistency standpoint it is highly recommended that both (2) and (3) are configured to use the same timezone with a strong preference given to <a href="https://en.wikipedia.org/wiki/Coordinated_Universal_Time" target="_blank" rel="noopener noreferrer">UTC</a> to ensure temporal fields without an explicit timestamp are not incorrectly coerced into the wrong timezone. Actually Apache Superset currently has implicit assumptions that timestamps are in UTC and thus configuring (3) to a non-UTC timezone could be problematic.</p><p>To strive for data consistency (regardless of the timezone of the client) the Apache Superset backend tries to ensure that any timestamp sent to the client has an explicit (or semi-explicit as in the case with <a href="https://en.wikipedia.org/wiki/Unix_time" target="_blank" rel="noopener noreferrer">Epoch time</a> which is always in reference to UTC) timezone encoded within.</p><p>The challenge however lies with the slew of <a href="/docs/databases/installing-database-drivers#install-database-drivers">database engines</a> which Apache Superset supports and various inconsistencies between their <a href="https://www.python.org/dev/peps/pep-0249/" target="_blank" rel="noopener noreferrer">Python Database API (DB-API)</a> implementations combined with the fact that we use <a href="https://pandas.pydata.org/" target="_blank" rel="noopener noreferrer">Pandas</a> to read SQL into a DataFrame prior to serializing to JSON. Regrettably Pandas ignores the DB-API <a href="https://www.python.org/dev/peps/pep-0249/#type-objects" target="_blank" rel="noopener noreferrer">type_code</a> relying by default on the underlying Python type returned by the DB-API. Currently only a subset of the supported database engines work correctly with Pandas, i.e., ensuring timestamps without an explicit timestamp are serializd to JSON with the server timezone, thus guaranteeing the client will display timestamps in a consistent manner irrespective of the client&#x27;s timezone.</p><p>For example the following is a comparison of MySQL and Presto,</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">import pandas as pd</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">from sqlalchemy import create_engine</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">pd.read_sql_query(</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    sql=&quot;SELECT TIMESTAMP(&#x27;2022-01-01 00:00:00&#x27;) AS ts&quot;,</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    con=create_engine(&quot;mysql://root@localhost:3360&quot;),</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">).to_json()</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">pd.read_sql_query(</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    sql=&quot;SELECT TIMESTAMP &#x27;2022-01-01 00:00:00&#x27; AS ts&quot;,</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    con=create_engine(&quot;presto://localhost:8080&quot;),</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">).to_json()</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>which outputs <code>{&quot;ts&quot;:{&quot;0&quot;:1640995200000}}</code> (which infers the UTC timezone per the Epoch time definition) and <code>{&quot;ts&quot;:{&quot;0&quot;:&quot;2022-01-01 00:00:00.000&quot;}}</code> (without an explicit timezone) respectively and thus are treated differently in JavaScript:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">new Date(1640995200000)</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">&gt; Sat Jan 01 2022 13:00:00 GMT+1300 (New Zealand Daylight Time)</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">new Date(&quot;2022-01-01 00:00:00.000&quot;)</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">&gt; Sat Jan 01 2022 00:00:00 GMT+1300 (New Zealand Daylight Time)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/miscellaneous/timezones.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/miscellaneous/country-map-tools"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Country Map Tools</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/miscellaneous/importing-exporting-datasources"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Importing and Exporting Datasources</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#timezones" class="table-of-contents__link toc-highlight">Timezones</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_VOVn"><div class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Miscellaneous</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Timezones</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="timezones">Timezones<a href="#timezones" class="hash-link" aria-label="Direct link to Timezones" title="Direct link to Timezones">​</a></h2><p>There are four distinct timezone components which relate to Apache Superset,</p><ol><li>The timezone that the underlying data is encoded in.</li><li>The timezone of the database engine.</li><li>The timezone of the Apache Superset backend.</li><li>The timezone of the Apache Superset client.</li></ol><p>where if a temporal field (<code>DATETIME</code>, <code>TIME</code>, <code>TIMESTAMP</code>, etc.) does not explicitly define a timezone it defaults to the underlying timezone of the component.</p><p>To help make the problem somewhat tractable—given that Apache Superset has no control on either how the data is ingested (1) or the timezone of the client (4)—from a consistency standpoint it is highly recommended that both (2) and (3) are configured to use the same timezone with a strong preference given to <a href="https://en.wikipedia.org/wiki/Coordinated_Universal_Time" target="_blank" rel="noopener noreferrer">UTC</a> to ensure temporal fields without an explicit timestamp are not incorrectly coerced into the wrong timezone. Actually Apache Superset currently has implicit assumptions that timestamps are in UTC and thus configuring (3) to a non-UTC timezone could be problematic.</p><p>To strive for data consistency (regardless of the timezone of the client) the Apache Superset backend tries to ensure that any timestamp sent to the client has an explicit (or semi-explicit as in the case with <a href="https://en.wikipedia.org/wiki/Unix_time" target="_blank" rel="noopener noreferrer">Epoch time</a> which is always in reference to UTC) timezone encoded within.</p><p>The challenge however lies with the slew of <a href="/docs/databases/installing-database-drivers#install-database-drivers">database engines</a> which Apache Superset supports and various inconsistencies between their <a href="https://www.python.org/dev/peps/pep-0249/" target="_blank" rel="noopener noreferrer">Python Database API (DB-API)</a> implementations combined with the fact that we use <a href="https://pandas.pydata.org/" target="_blank" rel="noopener noreferrer">Pandas</a> to read SQL into a DataFrame prior to serializing to JSON. Regrettably Pandas ignores the DB-API <a href="https://www.python.org/dev/peps/pep-0249/#type-objects" target="_blank" rel="noopener noreferrer">type_code</a> relying by default on the underlying Python type returned by the DB-API. Currently only a subset of the supported database engines work correctly with Pandas, i.e., ensuring timestamps without an explicit timestamp are serializd to JSON with the server timezone, thus guaranteeing the client will display timestamps in a consistent manner irrespective of the client&#x27;s timezone.</p><p>For example the following is a comparison of MySQL and Presto,</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">import pandas as pd</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">from sqlalchemy import create_engine</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">pd.read_sql_query(</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    sql=&quot;SELECT TIMESTAMP(&#x27;2022-01-01 00:00:00&#x27;) AS ts&quot;,</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    con=create_engine(&quot;mysql://root@localhost:3360&quot;),</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">).to_json()</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">pd.read_sql_query(</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    sql=&quot;SELECT TIMESTAMP &#x27;2022-01-01 00:00:00&#x27; AS ts&quot;,</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">    con=create_engine(&quot;presto://localhost:8080&quot;),</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">).to_json()</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>which outputs <code>{&quot;ts&quot;:{&quot;0&quot;:1640995200000}}</code> (which infers the UTC timezone per the Epoch time definition) and <code>{&quot;ts&quot;:{&quot;0&quot;:&quot;2022-01-01 00:00:00.000&quot;}}</code> (without an explicit timezone) respectively and thus are treated differently in JavaScript:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">new Date(1640995200000)</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">&gt; Sat Jan 01 2022 13:00:00 GMT+1300 (New Zealand Daylight Time)</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">new Date(&quot;2022-01-01 00:00:00.000&quot;)</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">&gt; Sat Jan 01 2022 00:00:00 GMT+1300 (New Zealand Daylight Time)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/miscellaneous/timezones.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/miscellaneous/country-map-tools"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Country Map Tools</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/miscellaneous/importing-exporting-datasources"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Importing and Exporting Datasources</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#timezones" class="table-of-contents__link toc-highlight">Timezones</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Quickstart</span><meta itemprop="position" content="1"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>Quickstart</h1></header><p><strong>Ready to give Apache Superset a try?</strong> This quickstart will help you run Superset on your local machine in
 <strong>5 simple steps</strong>. It assumes that you have <a href="https://www.docker.com" target="_blank" rel="noopener noreferrer">Docker</a> installed.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="1-get-superset">1. Get Superset<a href="#1-get-superset" class="hash-link" aria-label="Direct link to 1. Get Superset" title="Direct link to 1. Get Superset">​</a></h3><p>To get started, set the <code>SUPERSET_VERSION</code> environment variable with the latest Superset version.
 <a href="https://github.com/apache/superset/releases" target="_blank" rel="noopener noreferrer">Click here</a> to check the latest version.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">$ export SUPERSET_VERSION=&lt;latest_version&gt;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Pull the Superset image from Docker Hub:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">$ docker pull apache/superset:$SUPERSET_VERSION</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="2-start-superset">2. Start Superset<a href="#2-start-superset" class="hash-link" aria-label="Direct link to 2. Start Superset" title="Direct link to 2. Start Superset">​</a></h3><div class="theme-admonition theme-admonition-tip alert alert--success admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 12 16"><path fill-rule="evenodd" d="M6.5 0C3.48 0 1 2.19 1 5c0 .92.55 2.25 1 3 1.34 2.25 1.78 2.78 2 4v1h5v-1c.22-1.22.66-1.75 2-4 .45-.75 1-2.08 1-3 0-2.81-2.48-5-5.5-5zm3.64 7.48c-.25.44-.47.8-.67 1.11-.86 1.41-1.25 2.06-1.45 3.23-.02.05-.02.11-.02.17H5c0-.06 0-.13-.02-.17-.2-1.17-.59-1.83-1.45-3.23-.2-.31-.42-.67-.67-1.11C2.44 6.78 2 5.65 2 5c0-2.2 2.02-4 4.5-4 1.22 0 2.36.42 3.22 1.19C10.55 2.94 11 3.94 11 5c0 .66-.44 1.78-.86 2.48zM4 14h5c-.23 1.14-1.3 2-2.5 2s-2.27-.86-2.5-2z"></path></svg></span>tip</div><div class="admonitionContent_S0QG"><p>Note that some configuration is mandatory for Superset in order to start. In particular, Superset will not start without
 a user-specified value of <code>SECRET_KEY</code> in a Superset configuration file or <code>SUPERSET_SECRET_KEY</code> as an environment variable.
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breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">CVEs fixed by release</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h4 class="anchor anchorWithStickyNavbar_LWe7" id="version-302-213">Version 3.0.2, 2.1.3<a href="#version-302-213" class="hash-link" aria-label="Direct link to Version 3.0.2, 2.1.3" title="Direct link to Version 3.0.2, 2.1.3">​</a></h4><table><thead><tr><th align="left">CVE</th><th align="left">Title</th><th align="right">Affected</th></tr></thead><tbody><tr><td align="left">CVE-2023-46104</td><td align="left">Allows for uncontrolled resource consumption via a ZIP bomb</td><td align="right">&lt; 2.1.3, &gt;= 3.0.0, &lt; 3.0.2</td></tr><tr><td align="left">CVE-2023-49736</td><td align="left">SQL Injection on where_in JINJA macro</td><td align="right">&lt; 2.1.3, &gt;= 3.0.0, &lt; 3.0.2</td></tr><tr><td align="left">CVE-2023-49734</td><td align="left">Privilege Escalation Vulnerability</td><td align="right">&lt; 2.1.3, &gt;= 3.0.0, &lt; 3.0.2</td></tr></tbody></table><h4 class="anchor anchorWithStickyNavbar_LWe7" id="version-300">Version 3.0.0<a href="#version-300" class="hash-link" aria-label="Direct link to Version 3.0.0" title="Direct link to Version 3.0.0">​</a></h4><table><thead><tr><th align="left">CVE</th><th align="left">Title</th><th align="right">Affected</th></tr></thead><tbody><tr><td align="left">CVE-2023-42502</td><td align="left">Open Redirect Vulnerability</td><td align="right">&lt; 3.0.0</td></tr><tr><td align="left">CVE-2023-42505</td><td align="left">Sensitive information disclosure on db connection details</td><td align="right">&lt; 3.0.0</td></tr></tbody></table><h4 class="anchor anchorWithStickyNavbar_LWe7" id="version-213">Version 2.1.3<a href="#version-213" class="hash-link" aria-label="Direct link to Version 2.1.3" title="Direct link to Version 2.1.3">​</a></h4><table><thead><tr><th align="left">CVE</th><th align="left">Title</th><th align="right">Affected</th></tr></thead><tbody><tr><td align="left">CVE-2023-42504</td><td align="left">Lack of rate limiting allows for possible denial of service</td><td align="right">&lt; 2.1.3</td></tr></tbody></table><h4 class="anchor anchorWithStickyNavbar_LWe7" id="version-212">Version 2.1.2<a href="#version-212" class="hash-link" aria-label="Direct link to Version 2.1.2" title="Direct link to Version 2.1.2">​</a></h4><table><thead><tr><th align="left">CVE</th><th align="left">Title</th><th align="right">Affected</th></tr></thead><tbody><tr><td align="left">CVE-2023-40610</td><td align="left">Privilege escalation with default examples database</td><td align="right">&lt; 2.1.2</td></tr><tr><td align="left">CVE-2023-42501</td><td align="left">Unnecessary read permissions within the Gamma role</td><td align="right">&lt; 2.1.2</td></tr><tr><td align="left">CVE-2023-43701</td><td align="left">Stored XSS on API endpoint</td><td align="right">&lt; 2.1.2</td></tr></tbody></table><h4 class="anchor anchorWithStickyNavbar_LWe7" id="version-211">Version 2.1.1<a href="#version-211" class="hash-link" aria-label="Direct link to Version 2.1.1" title="Direct link to Version 2.1.1">​</a></h4><table><thead><tr><th align="left">CVE</th><th align="left">Title</th><th align="right">Affected</th></tr></thead><tbody><tr><td align="left">CVE-2023-36387</td><td align="left">Improper API permission for low privilege users</td><td align="right">&lt; 2.1.1</td></tr><tr><td align="left">CVE-2023-36388</td><td align="left">Improper API permission for low privilege users allows for SSRF</td><td align="right">&lt; 2.1.1</td></tr><tr><td align="left">CVE-2023-27523</td><td align="left">Improper data permission validation on Jinja templated queries</td><td align="right">&lt; 2.1.1</td></tr><tr><td align="left">CVE-2023-27526</td><td align="left">Improper Authorization check on import charts</td><td align="right">&lt; 2.1.1</td></tr><tr><td align="left">CVE-2023-39264</td><td align="left">Stack traces enabled by default</td><td align="right">&lt; 2.1.1</td></tr><tr><td align="left">CVE-2023-39265</td><td align="left">Possible Unauthorized Registration of SQLite Database Connections</td><td align="right">&lt; 2.1.1</td></tr><tr><td align="left">CVE-2023-37941</td><td align="left">Metadata db write access can lead to remote code execution</td><td align="right">&lt; 2.1.1</td></tr><tr><td align="left">CVE-2023-32672</td><td align="left">SQL parser edge case bypasses data access authorization</td><td align="right">&lt; 2.1.1</td></tr></tbody></table><h4 class="anchor anchorWithStickyNavbar_LWe7" id="version-210">Version 2.1.0<a href="#version-210" class="hash-link" aria-label="Direct link to Version 2.1.0" title="Direct link to Version 2.1.0">​</a></h4><table><thead><tr><th align="left">CVE</th><th align="left">Title</th><th align="right">Affected</th></tr></thead><tbody><tr><td align="left">CVE-2023-25504</td><td align="left">Possible SSRF on import datasets</td><td align="right">&lt; 2.1.0</td></tr><tr><td align="left">CVE-2023-27524</td><td align="left">Session validation vulnerability when using provided default SECRET_KEY</td><td align="right">&lt; 2.1.0</td></tr><tr><td align="left">CVE-2023-27525</td><td align="left">Incorrect default permissions for Gamma role</td><td align="right">&lt; 2.1.0</td></tr><tr><td align="left">CVE-2023-30776</td><td align="left">Database connection password leak</td><td align="right">&lt; 2.1.0</td></tr></tbody></table><h4 class="anchor anchorWithStickyNavbar_LWe7" id="version-201">Version 2.0.1<a href="#version-201" class="hash-link" aria-label="Direct link to Version 2.0.1" title="Direct link to Version 2.0.1">​</a></h4><table><thead><tr><th align="left">CVE</th><th align="left">Title</th><th align="right">Affected</th></tr></thead><tbody><tr><td align="left">CVE-2022-41703</td><td align="left">SQL injection vulnerability in adhoc clauses</td><td align="right">&lt; 2.0.1 or &lt;1.5.2</td></tr><tr><td align="left">CVE-2022-43717</td><td align="left">Cross-Site Scripting on dashboards</td><td align="right">&lt; 2.0.1 or &lt;1.5.2</td></tr><tr><td align="left">CVE-2022-43718</td><td align="left">Cross-Site Scripting vulnerability on upload forms</td><td align="right">&lt; 2.0.1 or &lt;1.5.2</td></tr><tr><td align="left">CVE-2022-43719</td><td align="left">Cross Site Request Forgery (CSRF) on accept, request access</td><td align="right">&lt; 2.0.1 or &lt;1.5.2</td></tr><tr><td align="left">CVE-2022-43720</td><td align="left">Improper rendering of user input</td><td align="right">&lt; 2.0.1 or &lt;1.5.2</td></tr><tr><td align="left">CVE-2022-43721</td><td align="left">Open Redirect Vulnerability</td><td align="right">&lt; 2.0.1 or &lt;1.5.2</td></tr><tr><td align="left">CVE-2022-45438</td><td align="left">Dashboard metadata information leak</td><td align="right">&lt; 2.0.1 or &lt;1.5.2</td></tr></tbody></table></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/security/cves.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/security/"><div 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class="col docItemCol_VOVn"><div class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/docs/security/"><span itemprop="name">Security</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">CVEs fixed by release</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h4 class="anchor anchorWithStickyNavbar_LWe7" id="version-302-213">Version 3.0.2, 2.1.3<a href="#version-302-213" class="hash-link" aria-label="Direct link to Version 3.0.2, 2.1.3" title="Direct link to Version 3.0.2, 2.1.3">​</a></h4><table><thead><tr><th align="left">CVE</th><th align="left">Title</th><th align="right">Affected</th></tr></thead><tbody><tr><td align="left">CVE-2023-46104</td><td align="left">Allows for uncontrolled resource consumption via a ZIP bomb</td><td align="right">&lt; 2.1.3, &gt;= 3.0.0, &lt; 3.0.2</td></tr><tr><td align="left">CVE-2023-49736</td><td align="left">SQL Injection on where_in JINJA macro</td><td align="right">&lt; 2.1.3, &gt;= 3.0.0, &lt; 3.0.2</td></tr><tr><td align="left">CVE-2023-49734</td><td align="left">Privilege Escalation Vulnerability</td><td align="right">&lt; 2.1.3, &gt;= 3.0.0, &lt; 3.0.2</td></tr></tbody></table><h4 class="anchor anchorWithStickyNavbar_LWe7" id="version-300">Version 3.0.0<a href="#version-300" class="hash-link" aria-label="Direct link to Version 3.0.0" title="Direct link to Version 3.0.0">​</a></h4><table><thead><tr><th align="left">CVE</th><th align="left">Title</th><th align="right">Affected</th></tr></thead><tbody><tr><td align="left">CVE-2023-42502</td><td align="left">Open Redirect Vulnerability</td><td align="right">&lt; 3.0.0</td></tr><tr><td align="left">CVE-2023-42505</td><td align="left">Sensitive information disclosure on db connection details</td><td align="right">&lt; 3.0.0</td></tr></tbody></table><h4 class="anchor anchorWithStickyNavbar_LWe7" id="version-213">Version 2.1.3<a href="#version-213" class="hash-link" aria-label="Direct link to Version 2.1.3" title="Direct link to Version 2.1.3">​</a></h4><table><thead><tr><th align="left">CVE</th><th align="left">Title</th><th align="right">Affected</th></tr></thead><tbody><tr><td align="left">CVE-2023-42504</td><td align="left">Lack of rate limiting allows for possible denial of service</td><td align="right">&lt; 2.1.3</td></tr></tbody></table><h4 class="anchor anchorWithStickyNavbar_LWe7" id="version-212">Version 2.1.2<a href="#version-212" class="hash-link" aria-label="Direct link to Version 2.1.2" title="Direct link to Version 2.1.2">​</a></h4><table><thead><tr><th align="left">CVE</th><th align="left">Title</th><th align="right">Affected</th></tr></thead><tbody><tr><td align="left">CVE-2023-40610</td><td align="left">Privilege escalation with default examples database</td><td align="right">&lt; 2.1.2</td></tr><tr><td align="left">CVE-2023-42501</td><td align="left">Unnecessary read permissions within the Gamma role</td><td align="right">&lt; 2.1.2</td></tr><tr><td align="left">CVE-2023-43701</td><td align="left">Stored XSS on API endpoint</td><td align="right">&lt; 2.1.2</td></tr></tbody></table><h4 class="anchor anchorWithStickyNavbar_LWe7" id="version-211">Version 2.1.1<a href="#version-211" class="hash-link" aria-label="Direct link to Version 2.1.1" title="Direct link to Version 2.1.1">​</a></h4><table><thead><tr><th align="left">CVE</th><th align="left">Title</th><th align="right">Affected</th></tr></thead><tbody><tr><td align="left">CVE-2023-36387</td><td align="left">Improper API permission for low privilege users</td><td align="right">&lt; 2.1.1</td></tr><tr><td align="left">CVE-2023-36388</td><td align="left">Improper API permission for low privilege users allows for SSRF</td><td align="right">&lt; 2.1.1</td></tr><tr><td align="left">CVE-2023-27523</td><td align="left">Improper data permission validation on Jinja templated queries</td><td align="right">&lt; 2.1.1</td></tr><tr><td align="left">CVE-2023-27526</td><td align="left">Improper Authorization check on import charts</td><td align="right">&lt; 2.1.1</td></tr><tr><td align="left">CVE-2023-39264</td><td align="left">Stack traces enabled by default</td><td align="right">&lt; 2.1.1</td></tr><tr><td align="left">CVE-2023-39265</td><td align="left">Possible Unauthorized Registration of SQLite Database Connections</td><td align="right">&lt; 2.1.1</td></tr><tr><td align="left">CVE-2023-37941</td><td align="left">Metadata db write access can lead to remote code execution</td><td align="right">&lt; 2.1.1</td></tr><tr><td align="left">CVE-2023-32672</td><td align="left">SQL parser edge case bypasses data access authorization</td><td align="right">&lt; 2.1.1</td></tr></tbody></table><h4 class="anchor anchorWithStickyNavbar_LWe7" id="version-210">Version 2.1.0<a href="#version-210" class="hash-link" aria-label="Direct link to Version 2.1.0" title="Direct link to Version 2.1.0">​</a></h4><table><thead><tr><th align="left">CVE</th><th align="left">Title</th><th align="right">Affected</th></tr></thead><tbody><tr><td align="left">CVE-2023-25504</td><td align="left">Possible SSRF on import datasets</td><td align="right">&lt; 2.1.0</td></tr><tr><td align="left">CVE-2023-27524</td><td align="left">Session validation vulnerability when using provided default SECRET_KEY</td><td align="right">&lt; 2.1.0</td></tr><tr><td align="left">CVE-2023-27525</td><td align="left">Incorrect default permissions for Gamma role</td><td align="right">&lt; 2.1.0</td></tr><tr><td align="left">CVE-2023-30776</td><td align="left">Database connection password leak</td><td align="right">&lt; 2.1.0</td></tr></tbody></table><h4 class="anchor anchorWithStickyNavbar_LWe7" id="version-201">Version 2.0.1<a href="#version-201" class="hash-link" aria-label="Direct link to Version 2.0.1" title="Direct link to Version 2.0.1">​</a></h4><table><thead><tr><th align="left">CVE</th><th align="left">Title</th><th align="right">Affected</th></tr></thead><tbody><tr><td align="left">CVE-2022-41703</td><td align="left">SQL injection vulnerability in adhoc clauses</td><td align="right">&lt; 2.0.1 or &lt;1.5.2</td></tr><tr><td align="left">CVE-2022-43717</td><td align="left">Cross-Site Scripting on dashboards</td><td align="right">&lt; 2.0.1 or &lt;1.5.2</td></tr><tr><td align="left">CVE-2022-43718</td><td align="left">Cross-Site Scripting vulnerability on upload forms</td><td align="right">&lt; 2.0.1 or &lt;1.5.2</td></tr><tr><td align="left">CVE-2022-43719</td><td align="left">Cross Site Request Forgery (CSRF) on accept, request access</td><td align="right">&lt; 2.0.1 or &lt;1.5.2</td></tr><tr><td align="left">CVE-2022-43720</td><td align="left">Improper rendering of user input</td><td align="right">&lt; 2.0.1 or &lt;1.5.2</td></tr><tr><td align="left">CVE-2022-43721</td><td align="left">Open Redirect Vulnerability</td><td align="right">&lt; 2.0.1 or &lt;1.5.2</td></tr><tr><td align="left">CVE-2022-45438</td><td align="left">Dashboard metadata information leak</td><td align="right">&lt; 2.0.1 or &lt;1.5.2</td></tr></tbody></table></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/security/cves.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/security/"><div 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physical and virtual datasets to scale chart creation with unified metric definitions.</p></div></div></div><div data-index="0" class="slick-slide slick-active slick-current" tabindex="-1" aria-hidden="false" style="outline:none;width:11.11111111111111%"><div><div class="slide" tabindex="-1" style="width:100%;display:inline-block"><p>Explore data and find insights from interactive dashboards.</p></div></div></div><div data-index="1" class="slick-slide" tabindex="-1" aria-hidden="true" style="outline:none;width:11.11111111111111%"><div><div class="slide" tabindex="-1" style="width:100%;display:inline-block"><p>Drag and drop to create robust charts and tables.</p></div></div></div><div data-index="2" class="slick-slide" tabindex="-1" aria-hidden="true" style="outline:none;width:11.11111111111111%"><div><div class="slide" tabindex="-1" style="width:100%;display:inline-block"><p>Write custom SQL queries, browse database metadata, use Jinja templating, and more.</p></div></div></div><div data-index="3" class="slick-slide" tabindex="-1" aria-hidden="true" style="outline:none;width:11.11111111111111%"><div><div class="slide" tabindex="-1" style="width:100%;display:inline-block"><p>Create physical and virtual datasets to scale chart creation with unified metric definitions.</p></div></div></div><div data-index="4" tabindex="-1" class="slick-slide slick-cloned" aria-hidden="true" style="width:11.11111111111111%"><div><div class="slide" tabindex="-1" style="width:100%;display:inline-block"><p>Explore data and find insights from interactive dashboards.</p></div></div></div><div data-index="5" tabindex="-1" class="slick-slide slick-cloned" aria-hidden="true" style="width:11.11111111111111%"><div><div class="slide" tabindex="-1" style="width:100%;display:inline-block"><p>Drag and drop to create robust charts and tables.</p></div></div></div><div data-index="6" tabindex="-1" class="slick-slide slick-cloned" aria-hidden="true" style="width:11.11111111111111%"><div><div class="slide" tabindex="-1" style="width:100%;display:inline-block"><p>Write custom SQL queries, browse database metadata, use Jinja templating, and more.</p></div></div></div><div data-index="7" tabindex="-1" class="slick-slide slick-cloned" aria-hidden="true" style="width:11.11111111111111%"><div><div class="slide" tabindex="-1" style="width:100%;display:inline-block"><p>Create physical and virtual datasets to scale chart creation with unified metric definitions.</p></div></div></div></div></div><ul style="display:block" class="slick-dots slick-dots-bottom"><li class="slick-active"><button>1</button></li><li><button>2</button></li><li><button>3</button></li><li><button>4</button></li></ul></div></div><video autoplay="" muted="" controls="" loop=""><source src="/video/superset-video-4k.mp4" type="video/mp4"></video></div><style data-emotion-css="n175qd">.css-n175qd{margin-top:50px;}.css-n175qd > h3{font-size:30px;}.css-n175qd .grid{display:grid;grid-template-columns:repeat(2,minmax(0,1fr));gap:30px;max-width:960px;margin:30px auto 0;padding:0 20px;text-align:left;}@media (max-width:768px){.css-n175qd .grid{grid-template-columns:repeat(1,minmax(0,1fr));}}.css-n175qd .grid > .item{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;font-size:17px;}@media (max-width:768px){.css-n175qd .grid > .item{font-size:15px;}}.css-n175qd .grid > .item > img{width:20px;height:20px;-webkit-flex-shrink:0;-ms-flex-negative:0;flex-shrink:0;margin-right:12px;margin-top:4px;}@media (max-width:768px){.css-n175qd .grid > .item > img{width:18px;height:18px;margin-top:2px;}}.css-n175qd .row{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;max-width:960px;margin:30px auto 0;}.css-n175qd .row > .column{width:50%;}.css-n175qd .row > .column > ul{font-size:17px;list-style:none;padding:0 20px;text-align:left;margin:0;}.css-n175qd .row > .column > ul > li{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;margin-bottom:20px;}.css-n175qd .row > .column > ul > li > img{width:20px;height:20px;-webkit-flex-shrink:0;-ms-flex-negative:0;flex-shrink:0;margin-right:12px;margin-top:4px;}</style><div class="css-n175qd"><h3>Key features</h3><div class="grid"><div class="item"><img src="/img/check-icon.svg" alt="check-icon"><div><strong>40+ pre-installed visualizations</strong></div></div><div class="item"><img src="/img/check-icon.svg" alt="check-icon"><div>Support for <strong>drag-and-drop</strong> and<!-- --> <strong>SQL queries</strong></div></div><div class="item"><img src="/img/check-icon.svg" alt="check-icon"><div><strong>Data caching</strong> for the faster load time of charts and dashboards</div></div><div class="item"><img src="/img/check-icon.svg" alt="check-icon"><div><strong>Jinja templating and dashboard filters</strong> for creating interactive dashboards</div></div><div class="item"><img src="/img/check-icon.svg" alt="check-icon"><div><strong>CSS templates</strong> to customize charts and dashboards to your brand’s look and feel</div></div><div class="item"><img src="/img/check-icon.svg" alt="check-icon"><div><strong>Semantic layer</strong> for SQL data transformations</div></div><div class="item"><img src="/img/check-icon.svg" alt="check-icon"><div><strong>Cross-filters, drill-to-detail, and drill-by</strong> <!-- -->features for deeper data analysis</div></div><div class="item"><img src="/img/check-icon.svg" alt="check-icon"><div><strong>Virtual datasets</strong> for ad-hoc data exploration</div></div><div class="item"><img src="/img/check-icon.svg" alt="check-icon"><div>Access to new functionalities through<!-- --> <strong>feature flags</strong></div></div></div></div><img class="blur" src="/img/community/blur.png" alt="Blur"></section><section class="css-1ayyyad"><style data-emotion-css="1lmjjtl">.css-1lmjjtl{padding:0 20px;}.css-1lmjjtl .database-grid{display:grid;grid-template-columns:repeat(5,minmax(0,1fr));gap:14px;max-width:1160px;margin:25px auto 0;}@media (max-width:768px){.css-1lmjjtl .database-grid{grid-template-columns:repeat(4,minmax(0,1fr));}}@media (max-width:576px){.css-1lmjjtl .database-grid{grid-template-columns:repeat(1,minmax(0,1fr));}}.css-1lmjjtl .database-grid > .item{border:1px solid var(--ifm-border-color);border-radius:10px;overflow:hidden;height:120px;padding:25px;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-webkit-justify-content:center;-ms-flex-pack:center;justify-content:center;}.css-1lmjjtl .database-grid > .item > a{height:100%;}.css-1lmjjtl .database-grid > .item img{height:100%;object-fit:contain;}.css-1lmjjtl .database-sub{display:block;text-align:center;font-size:17px;margin-top:50px;}</style><div class="css-1lmjjtl"><div class="css-1egd3yg"><h2 class="title">Supported Databases</h2><img class="line" src="/img/community/line.png" alt="line"></div><div class="database-grid"><div class="item"><a href="https://www.postgresql.org/" aria-label="Go to PostgreSQL page"><img src="/img/databases/postgresql.svg" title="PostgreSQL"></a></div><div class="item"><a href="https://cloud.google.com/bigquery/" aria-label="Go to BigQuery page"><img src="/img/databases/google-big-query.svg" title="BigQuery"></a></div><div class="item"><a href="https://www.snowflake.com/" aria-label="Go to Snowflake page"><img src="/img/databases/snowflake.svg" title="Snowflake"></a></div><div class="item"><a href="https://www.mysql.com/" aria-label="Go to MySQL page"><img src="/img/databases/mysql.jpg" title="MySQL"></a></div><div class="item"><a href="https://aws.amazon.com/redshift/" aria-label="Go to Amazon Redshift page"><img src="/img/databases/amazon-redshift.jpg" title="Amazon Redshift"></a></div><div class="item"><a href="https://aws.amazon.com/pt/athena/" aria-label="Go to Amazon Athena page"><img src="/img/databases/amazon-athena.jpg" title="Amazon Athena"></a></div><div class="item"><a href="http://druid.io/" aria-label="Go to Apache Druid page"><img src="/img/databases/druid.png" title="Apache Druid"></a></div><div class="item"><a href="https://www.databricks.com" aria-label="Go to Databricks page"><img src="/img/databases/databricks.png" title="Databricks"></a></div><div class="item"><a href="https://www.google.com/sheets/about/" aria-label="Go to Google Sheets page"><img src="/img/databases/google-sheets.svg" title="Google Sheets"></a></div><div class="item"><img src="/img/databases/csv.svg" title="CSV"></div><div class="item"><a href="https://clickhouse.tech/" aria-label="Go to ClickHouse page"><img src="/img/databases/clickhouse.png" title="ClickHouse"></a></div><div class="item"><a href="https://rockset.com/" aria-label="Go to Rockset page"><img src="/img/databases/rockset.png" title="Rockset"></a></div><div class="item"><a href="https://dremio.com/" aria-label="Go to Dremio page"><img src="/img/databases/dremio.png" title="Dremio"></a></div><div class="item"><a href="https://trino.io/" aria-label="Go to Trino page"><img src="/img/databases/trino2.jpg" title="Trino"></a></div><div class="item"><a href="https://www.oracle.com/database/" aria-label="Go to Oracle page"><img src="/img/databases/oraclelogo.png" title="Oracle"></a></div><div class="item"><a href="https://pinot.apache.org/" aria-label="Go to Apache Pinot page"><img src="/img/databases/apache-pinot.svg" title="Apache Pinot"></a></div><div class="item"><a href="https://prestodb.io/" aria-label="Go to Presto page"><img src="/img/databases/presto-og.png" title="Presto"></a></div><div class="item"><a href="https://www.ibm.com/analytics/db2" aria-label="Go to IBM Db2 page"><img src="/img/databases/ibmdb2.png" title="IBM Db2"></a></div><div class="item"><a href="https://www.sap.com/products/technology-platform/hana.html" aria-label="Go to SAP Hana page"><img src="/img/databases/sap-hana.jpg" title="SAP Hana"></a></div><div class="item"><a href="https://www.microsoft.com/en-us/sql-server" aria-label="Go to Microsoft SqlServer page"><img src="/img/databases/msql.png" title="Microsoft SqlServer"></a></div><div class="item"><a href="https://doris.apache.org/" aria-label="Go to Apache Doris page"><img src="/img/databases/doris.png" title="Apache Doris"></a></div></div><span class="database-sub">...and many other<!-- --> <a href="/docs/databases/installing-database-drivers">compatible databases</a></span></div><img class="blur" src="/img/community/blur.png" alt="Blur"></section></main></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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.screenshotBlur{display:none;background-color:#173036;-webkit-filter:blur(45px);filter:blur(45px);position:absolute;bottom:0;left:50%;width:100%;padding-top:100%;border-radius:50%;-webkit-transform:translate3d(-50%,0,0);-ms-transform:translate3d(-50%,0,0);transform:translate3d(-50%,0,0);opacity:0.3;}@media (max-width:768px){.css-5kiqnw .screenshotBlur{display:block;}}</style><div class="css-5kiqnw"><img class="screenshot" src="/img/hero-screenshot.jpg" alt="hero-screenshot"><div class="screenshot-shadow-1"></div><div class="screenshot-shadow-2"></div><div class="screenshotBlur"></div></div></div><style data-emotion-css="1ayyyad">.css-1ayyyad{text-align:center;border-bottom:1px solid var(--ifm-border-color);overflow:hidden;}.css-1ayyyad .blur{max-width:635px;width:100%;margin-top:-70px;margin-bottom:-35px;position:relative;z-index:-1;}@media (max-width:768px){.css-1ayyyad .blur{margin-top:-40px;}}</style><section class="css-1ayyyad"><style data-emotion-css="1egd3yg">.css-1egd3yg{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;text-align:center;padding:75px 20px 0;max-width:720px;margin:0 auto;}@media (max-width:768px){.css-1egd3yg{padding-top:55px;}}.css-1egd3yg .title,.css-1egd3yg .subtitle{color:var(--ifm-font-base-color);}.css-1egd3yg .title{font-size:48px;}@media (max-width:768px){.css-1egd3yg .title{font-size:34px;}}.css-1egd3yg .line{margin-top:-15px;margin-bottom:15px;}@media (max-width:768px){.css-1egd3yg .line{margin-top:-5px;}}.css-1egd3yg .subtitle{font-size:24px;line-height:32px;}@media (max-width:768px){.css-1egd3yg .subtitle{font-size:18px;line-height:26px;}}</style><div class="css-1egd3yg"><h2 class="title">Overview</h2><img class="line" src="/img/community/line.png" alt="line"><p class="subtitle">Superset is fast, lightweight, intuitive, and loaded with options that make it easy for users of all skill sets to explore and visualize their data, from simple line charts to highly detailed geospatial charts.</p></div><style data-emotion-css="1ftb9yk">.css-1ftb9yk{display:grid;grid-template-columns:repeat(2,minmax(0,1fr));gap:16px;width:100%;max-width:1170px;margin:15px auto 0;padding:0 20px;}@media (max-width:768px){.css-1ftb9yk{grid-template-columns:repeat(1,minmax(0,1fr));}}.css-1ftb9yk .item{text-align:left;border:1px solid var(--ifm-border-color);background-color:#ffffff;border-radius:10px;overflow:hidden;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:flex-start;-webkit-box-align:flex-start;-ms-flex-align:flex-start;align-items:flex-start;padding:20px;}@media (max-width:768px){.css-1ftb9yk .item{-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;text-align:center;padding:35px;}}.css-1ftb9yk .item .image{-webkit-flex-shrink:0;-ms-flex-negative:0;flex-shrink:0;margin-right:20px;width:140px;text-align:center;}@media (max-width:768px){.css-1ftb9yk .item .image{width:115px;}}.css-1ftb9yk .item .title{font-size:24px;color:var(--ifm-primary-text);margin:10px 0 0;}@media (max-width:768px){.css-1ftb9yk .item .title{font-size:23px;margin-top:20px;}}.css-1ftb9yk .item .description{font-size:17px;line-height:23px;color:var(--ifm-secondary-text);margin:5px 0 0;}@media (max-width:768px){.css-1ftb9yk .item .description{font-size:16px;margin-top:10px;}}</style><ul class="css-1ftb9yk"><li class="item"><div class="image"><img src="/img/features/powerful-yet-easy.jpg"></div><div class="content"><h4 class="title">Powerful yet easy to use</h4><p class="description">Superset makes it easy to explore your data, using either our simple no-code viz builder or state-of-the-art SQL IDE.</p></div></li><li class="item"><div class="image"><img src="/img/features/modern-databases.jpg"></div><div class="content"><h4 class="title">Integrates with modern databases</h4><p class="description">Superset can connect to any SQL-based databases including modern cloud-native databases and engines at petabyte scale.</p></div></li><li class="item"><div class="image"><img src="/img/features/modern-architecture.jpg"></div><div class="content"><h4 class="title">Modern architecture</h4><p class="description">Superset is lightweight and highly scalable, leveraging the power of your existing data infrastructure without requiring yet another ingestion layer.</p></div></li><li class="item"><div class="image"><img src="/img/features/rich-visualizations.jpg"></div><div class="content"><h4 class="title">Rich visualizations and dashboards</h4><p class="description">Superset ships with 40+ pre-installed visualization types. Our plug-in architecture makes it easy to build custom visualizations.</p></div></li></ul><img class="blur" src="/img/community/blur.png" alt="Blur"></section><section class="css-1ayyyad"><style data-emotion-css="1y8n189">.css-1y8n189{position:relative;padding:60px 20px;}@media (max-width:768px){.css-1y8n189{padding-top:0;padding-bottom:50px;}}.css-1y8n189::before{content:'';display:block;width:100%;height:calc(100% - 320px);position:absolute;top:0;left:0;background-image:url('/img/grid-background.jpg');background-size:cover;z-index:-1;}@media (max-width:768px){.css-1y8n189::before{height:100%;}}.css-1y8n189 .toggleBtns{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-box-pack:justify;-webkit-justify-content:space-between;-ms-flex-pack:justify;justify-content:space-between;list-style:none;max-width:870px;width:100%;margin:0 auto 20px;padding:0;}@media (max-width:768px){.css-1y8n189 .toggleBtns{-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;text-align:left;max-width:140px;gap:10px;margin-top:15px;margin-bottom:40px;}}.css-1y8n189 .toggleBtns .toggle{font-size:24px;color:#b4c0c7;position:relative;padding-left:32px;cursor:pointer;}@media (max-width:768px){.css-1y8n189 .toggleBtns .toggle{font-size:17px;font-weight:bold;padding-left:22px;}}.css-1y8n189 .toggleBtns .toggle::before{content:'';display:block;width:12px;height:12px;border-radius:50%;background-color:#457f8d;position:absolute;top:50%;left:0;-webkit-transform:translate3d(0,-50%,0);-ms-transform:translate3d(0,-50%,0);transform:translate3d(0,-50%,0);}@media (max-width:768px){.css-1y8n189 .toggleBtns .toggle::before{width:8px;height:8px;}}.css-1y8n189 .toggleBtns .toggle.active{font-weight:700;color:var(--ifm-font-base-color-inverse);}.css-1y8n189 .toggleBtns .toggle.active::before{background-color:var(--ifm-color-primary);}.css-1y8n189 .slide{max-width:920px;}.css-1y8n189 .slide > p{max-width:560px;margin:0 auto;font-size:24px;line-height:32px;color:var(--ifm-font-base-color-inverse);margin-bottom:45px;}@media (max-width:768px){.css-1y8n189 .slide > p{font-size:17px;line-height:23px;}}.css-1y8n189 video{width:100%;max-width:920px;margin-top:10px;border-radius:10px;}@media (max-width:768px){.css-1y8n189 video{border-radius:5px;}}</style><div class="css-1y8n189"><style data-emotion-css="k1fru7">.css-k1fru7{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;text-align:center;padding:75px 20px 0;max-width:720px;margin:0 auto;}@media (max-width:768px){.css-k1fru7{padding-top:55px;}}.css-k1fru7 .title,.css-k1fru7 .subtitle{color:var(--ifm-font-base-color-inverse);}.css-k1fru7 .title{font-size:48px;}@media (max-width:768px){.css-k1fru7 .title{font-size:34px;}}.css-k1fru7 .line{margin-top:-15px;margin-bottom:15px;}@media (max-width:768px){.css-k1fru7 .line{margin-top:-5px;}}.css-k1fru7 .subtitle{font-size:24px;line-height:32px;}@media (max-width:768px){.css-k1fru7 .subtitle{font-size:18px;line-height:26px;}}</style><div class="css-k1fru7"><h2 class="title">Self-serve analytics for anyone</h2><img class="line" src="/img/community/line.png" alt="line"></div><ul class="toggleBtns"><li class="toggle active" role="button">Dashboards</li><li class="toggle null" role="button">Chart Builder</li><li class="toggle null" role="button">SQL Lab</li><li class="toggle null" role="button">Datasets</li></ul><div class="ant-carousel"><div class="slick-slider slick-initialized" dir="ltr"><div class="slick-list"><div class="slick-track" style="width:900%;left:-100%"><div data-index="-1" tabindex="-1" class="slick-slide slick-cloned" aria-hidden="true" style="width:11.11111111111111%"><div><div class="slide" tabindex="-1" style="width:100%;display:inline-block"><p>Create physical and virtual datasets to scale chart creation with unified metric definitions.</p></div></div></div><div data-index="0" class="slick-slide slick-active slick-current" tabindex="-1" aria-hidden="false" style="outline:none;width:11.11111111111111%"><div><div class="slide" tabindex="-1" style="width:100%;display:inline-block"><p>Explore data and find insights from interactive dashboards.</p></div></div></div><div data-index="1" class="slick-slide" tabindex="-1" aria-hidden="true" style="outline:none;width:11.11111111111111%"><div><div class="slide" tabindex="-1" style="width:100%;display:inline-block"><p>Drag and drop to create robust charts and tables.</p></div></div></div><div data-index="2" class="slick-slide" tabindex="-1" aria-hidden="true" style="outline:none;width:11.11111111111111%"><div><div class="slide" tabindex="-1" style="width:100%;display:inline-block"><p>Write custom SQL queries, browse database metadata, use Jinja templating, and more.</p></div></div></div><div data-index="3" class="slick-slide" tabindex="-1" aria-hidden="true" style="outline:none;width:11.11111111111111%"><div><div class="slide" tabindex="-1" style="width:100%;display:inline-block"><p>Create physical and virtual datasets to scale chart creation with unified metric definitions.</p></div></div></div><div data-index="4" tabindex="-1" class="slick-slide slick-cloned" aria-hidden="true" style="width:11.11111111111111%"><div><div class="slide" tabindex="-1" style="width:100%;display:inline-block"><p>Explore data and find insights from interactive dashboards.</p></div></div></div><div data-index="5" tabindex="-1" class="slick-slide slick-cloned" aria-hidden="true" style="width:11.11111111111111%"><div><div class="slide" tabindex="-1" style="width:100%;display:inline-block"><p>Drag and drop to create robust charts and tables.</p></div></div></div><div data-index="6" tabindex="-1" class="slick-slide slick-cloned" aria-hidden="true" style="width:11.11111111111111%"><div><div class="slide" tabindex="-1" style="width:100%;display:inline-block"><p>Write custom SQL queries, browse database metadata, use Jinja templating, and more.</p></div></div></div><div data-index="7" tabindex="-1" class="slick-slide slick-cloned" aria-hidden="true" style="width:11.11111111111111%"><div><div class="slide" tabindex="-1" style="width:100%;display:inline-block"><p>Create physical and virtual datasets to scale chart creation with unified metric definitions.</p></div></div></div></div></div><ul style="display:block" class="slick-dots slick-dots-bottom"><li class="slick-active"><button>1</button></li><li><button>2</button></li><li><button>3</button></li><li><button>4</button></li></ul></div></div><video autoplay="" muted="" controls="" loop=""><source src="/video/superset-video-4k.mp4" type="video/mp4"></video></div><style data-emotion-css="n175qd">.css-n175qd{margin-top:50px;}.css-n175qd > h3{font-size:30px;}.css-n175qd .grid{display:grid;grid-template-columns:repeat(2,minmax(0,1fr));gap:30px;max-width:960px;margin:30px auto 0;padding:0 20px;text-align:left;}@media (max-width:768px){.css-n175qd .grid{grid-template-columns:repeat(1,minmax(0,1fr));}}.css-n175qd .grid > .item{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;font-size:17px;}@media (max-width:768px){.css-n175qd .grid > .item{font-size:15px;}}.css-n175qd .grid > .item > img{width:20px;height:20px;-webkit-flex-shrink:0;-ms-flex-negative:0;flex-shrink:0;margin-right:12px;margin-top:4px;}@media (max-width:768px){.css-n175qd .grid > .item > img{width:18px;height:18px;margin-top:2px;}}.css-n175qd .row{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;max-width:960px;margin:30px auto 0;}.css-n175qd .row > .column{width:50%;}.css-n175qd .row > .column > ul{font-size:17px;list-style:none;padding:0 20px;text-align:left;margin:0;}.css-n175qd .row > .column > ul > li{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;margin-bottom:20px;}.css-n175qd .row > .column > ul > li > img{width:20px;height:20px;-webkit-flex-shrink:0;-ms-flex-negative:0;flex-shrink:0;margin-right:12px;margin-top:4px;}</style><div class="css-n175qd"><h3>Key features</h3><div class="grid"><div class="item"><img src="/img/check-icon.svg" alt="check-icon"><div><strong>40+ pre-installed visualizations</strong></div></div><div class="item"><img src="/img/check-icon.svg" alt="check-icon"><div>Support for <strong>drag-and-drop</strong> and<!-- --> <strong>SQL queries</strong></div></div><div class="item"><img src="/img/check-icon.svg" alt="check-icon"><div><strong>Data caching</strong> for the faster load time of charts and dashboards</div></div><div class="item"><img src="/img/check-icon.svg" alt="check-icon"><div><strong>Jinja templating and dashboard filters</strong> for creating interactive dashboards</div></div><div class="item"><img src="/img/check-icon.svg" alt="check-icon"><div><strong>CSS templates</strong> to customize charts and dashboards to your brand’s look and feel</div></div><div class="item"><img src="/img/check-icon.svg" alt="check-icon"><div><strong>Semantic layer</strong> for SQL data transformations</div></div><div class="item"><img src="/img/check-icon.svg" alt="check-icon"><div><strong>Cross-filters, drill-to-detail, and drill-by</strong> <!-- -->features for deeper data analysis</div></div><div class="item"><img src="/img/check-icon.svg" alt="check-icon"><div><strong>Virtual datasets</strong> for ad-hoc data exploration</div></div><div class="item"><img src="/img/check-icon.svg" alt="check-icon"><div>Access to new functionalities through<!-- --> <strong>feature flags</strong></div></div></div></div><img class="blur" src="/img/community/blur.png" alt="Blur"></section><section class="css-1ayyyad"><style data-emotion-css="1lmjjtl">.css-1lmjjtl{padding:0 20px;}.css-1lmjjtl .database-grid{display:grid;grid-template-columns:repeat(5,minmax(0,1fr));gap:14px;max-width:1160px;margin:25px auto 0;}@media (max-width:768px){.css-1lmjjtl .database-grid{grid-template-columns:repeat(4,minmax(0,1fr));}}@media (max-width:576px){.css-1lmjjtl .database-grid{grid-template-columns:repeat(1,minmax(0,1fr));}}.css-1lmjjtl .database-grid > .item{border:1px solid var(--ifm-border-color);border-radius:10px;overflow:hidden;height:120px;padding:25px;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-webkit-justify-content:center;-ms-flex-pack:center;justify-content:center;}.css-1lmjjtl .database-grid > .item > a{height:100%;}.css-1lmjjtl .database-grid > .item img{height:100%;object-fit:contain;}.css-1lmjjtl .database-sub{display:block;text-align:center;font-size:17px;margin-top:50px;}</style><div class="css-1lmjjtl"><div class="css-1egd3yg"><h2 class="title">Supported Databases</h2><img class="line" src="/img/community/line.png" alt="line"></div><div class="database-grid"><div class="item"><a href="https://www.postgresql.org/" aria-label="Go to PostgreSQL page"><img src="/img/databases/postgresql.svg" title="PostgreSQL"></a></div><div class="item"><a href="https://cloud.google.com/bigquery/" aria-label="Go to BigQuery page"><img src="/img/databases/google-big-query.svg" title="BigQuery"></a></div><div class="item"><a href="https://www.snowflake.com/" aria-label="Go to Snowflake page"><img src="/img/databases/snowflake.svg" title="Snowflake"></a></div><div class="item"><a href="https://www.mysql.com/" aria-label="Go to MySQL page"><img src="/img/databases/mysql.jpg" title="MySQL"></a></div><div class="item"><a href="https://aws.amazon.com/redshift/" aria-label="Go to Amazon Redshift page"><img src="/img/databases/amazon-redshift.jpg" title="Amazon Redshift"></a></div><div class="item"><a href="https://aws.amazon.com/pt/athena/" aria-label="Go to Amazon Athena page"><img src="/img/databases/amazon-athena.jpg" title="Amazon Athena"></a></div><div class="item"><a href="http://druid.io/" aria-label="Go to Apache Druid page"><img src="/img/databases/druid.png" title="Apache Druid"></a></div><div class="item"><a href="https://www.databricks.com" aria-label="Go to Databricks page"><img src="/img/databases/databricks.png" title="Databricks"></a></div><div class="item"><a href="https://www.google.com/sheets/about/" aria-label="Go to Google Sheets page"><img src="/img/databases/google-sheets.svg" title="Google Sheets"></a></div><div class="item"><img src="/img/databases/csv.svg" title="CSV"></div><div class="item"><a href="https://clickhouse.tech/" aria-label="Go to ClickHouse page"><img src="/img/databases/clickhouse.png" title="ClickHouse"></a></div><div class="item"><a href="https://rockset.com/" aria-label="Go to Rockset page"><img src="/img/databases/rockset.png" title="Rockset"></a></div><div class="item"><a href="https://dremio.com/" aria-label="Go to Dremio page"><img src="/img/databases/dremio.png" title="Dremio"></a></div><div class="item"><a href="https://trino.io/" aria-label="Go to Trino page"><img src="/img/databases/trino2.jpg" title="Trino"></a></div><div class="item"><a href="https://www.oracle.com/database/" aria-label="Go to Oracle page"><img src="/img/databases/oraclelogo.png" title="Oracle"></a></div><div class="item"><a href="https://pinot.apache.org/" aria-label="Go to Apache Pinot page"><img src="/img/databases/apache-pinot.svg" title="Apache Pinot"></a></div><div class="item"><a href="https://prestodb.io/" aria-label="Go to Presto page"><img src="/img/databases/presto-og.png" title="Presto"></a></div><div class="item"><a href="https://www.ibm.com/analytics/db2" aria-label="Go to IBM Db2 page"><img src="/img/databases/ibmdb2.png" title="IBM Db2"></a></div><div class="item"><a href="https://www.sap.com/products/technology-platform/hana.html" aria-label="Go to SAP Hana page"><img src="/img/databases/sap-hana.jpg" title="SAP Hana"></a></div><div class="item"><a href="https://www.microsoft.com/en-us/sql-server" aria-label="Go to Microsoft SqlServer page"><img src="/img/databases/msql.png" title="Microsoft SqlServer"></a></div><div class="item"><a href="https://doris.apache.org/" aria-label="Go to Apache Doris page"><img src="/img/databases/doris.png" title="Apache Doris"></a></div></div><span class="database-sub">...and many other<!-- --> <a href="/docs/databases/installing-database-drivers">compatible databases</a></span></div><img class="blur" src="/img/community/blur.png" alt="Blur"></section></main></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">
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             We use &nbsp;<a href="https://applitools.com/" target="_blank" rel="nofollow"><img src="/img/applitools.png" title="Applitools"></a>
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@@ -46,6 +46,6 @@
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