deploying docs: docs: remove duplicate navbar item (#22486)
Signed-off-by: tison <wander4096@gmail.com> (apache/superset@7d7e3e4adecae647c5f4a9d19f50b6476cce124c)
diff --git a/404.html b/404.html
index af15152..9f38983 100644
--- a/404.html
+++ b/404.html
@@ -14,11 +14,11 @@
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<link rel="preload" href="/assets/js/runtime~main.fafaad21.js" as="script">
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</head>
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<small>Apache Superset, Apache, Superset, the Superset logo, and the Apache feather logo are either registered trademarks or trademarks of The Apache Software Foundation. All other products or name brands are trademarks of their respective holders, including The Apache Software Foundation.
@@ -31,6 +31,6 @@
<a href="https://apache.org/licenses/" target="_blank" rel="noreferrer">License</a>
</small></div></div></div></footer></div>
<script src="/assets/js/runtime~main.fafaad21.js"></script>
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diff --git a/assets/js/main.4e8d579c.js b/assets/js/main.4e8d579c.js
new file mode 100644
index 0000000..a6f1d76
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@@ -0,0 +1,2 @@
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<small>Apache Superset, Apache, Superset, the Superset logo, and the Apache feather logo are either registered trademarks or trademarks of The Apache Software Foundation. All other products or name brands are trademarks of their respective holders, including The Apache Software Foundation.
@@ -31,6 +31,6 @@
<a href="https://apache.org/licenses/" target="_blank" rel="noreferrer">License</a>
</small></div></div></div></footer></div>
<script src="/assets/js/runtime~main.fafaad21.js"></script>
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diff --git a/community/index.html b/community/index.html
index 4eab7e6..e5a3638 100644
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+++ b/community/index.html
@@ -14,11 +14,11 @@
<link rel="search" type="application/opensearchdescription+xml" title="Superset" href="/opensearch.xml">
<script src="/script/matomo.js"></script><title data-rh="true">Community | Superset</title><meta data-rh="true" property="og:title" content="Community | Superset"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" name="description" content="Community website for Apache Superset, a data visualization and data exploration platform"><meta data-rh="true" property="og:description" content="Community website for Apache Superset, a data visualization and data exploration platform"><meta data-rh="true" property="og:url" content="https://superset.apache.org/community"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docusaurus_tag" content="default"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docsearch:docusaurus_tag" content="default"><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://superset.apache.org/community"><link data-rh="true" rel="alternate" href="https://superset.apache.org/community" hreflang="en"><link data-rh="true" rel="alternate" href="https://superset.apache.org/community" hreflang="x-default"><link data-rh="true" rel="preconnect" href="https://WR5FASX5ED-dsn.algolia.net" crossorigin="anonymous"><link rel="stylesheet" href="/assets/css/styles.ba1779ef.css">
<link rel="preload" href="/assets/js/runtime~main.fafaad21.js" as="script">
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<small>Apache Superset, Apache, Superset, the Superset logo, and the Apache feather logo are either registered trademarks or trademarks of The Apache Software Foundation. All other products or name brands are trademarks of their respective holders, including The Apache Software Foundation.
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diff --git a/docs/api/index.html b/docs/api/index.html
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documented here. The docs bellow are generated using
<a href="https://www.npmjs.com/package/swagger-ui-react" target="_blank" rel="noopener noreferrer">Swagger React UI</a>.</p><div data-show="true" class="ant-alert ant-alert-info ant-alert-no-icon" role="alert"><div class="ant-alert-content"><div class="ant-alert-message"><div><strong>NOTE! </strong>You can find an interactive version of this documentation on your local Superset instance at <strong>/swagger/v1</strong> (unless disabled)</div></div></div></div><br><br><hr><div class="swagger-container"></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/api.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_dcUD" 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_foO9"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><div class="pagination-nav__item"><a class="pagination-nav__link" href="/docs/frequently-asked-questions"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Frequently Asked Questions</div></a></div><div class="pagination-nav__item pagination-nav__item--next"><a class="pagination-nav__link" href="/docs/security"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Security</div></a></div></nav></div></div><div class="col col--3"><div class="tableOfContents_cNA8 thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#api" class="table-of-contents__link toc-highlight">API</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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diff --git a/docs/contributing/contributing-page/index.html b/docs/contributing/contributing-page/index.html
index 4a9a3d1..2823393 100644
--- a/docs/contributing/contributing-page/index.html
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@@ -14,11 +14,11 @@
<link rel="search" type="application/opensearchdescription+xml" title="Superset" href="/opensearch.xml">
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to heading"></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="codeBlockContainer_I0IT language-python theme-code-block"><div class="codeBlockContent_wNvx python"><pre tabindex="0" class="prism-code language-python codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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">"BLUEPRINTS"</span><span class="token punctuation" style="color:#393A34">]</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>rather than,</p><div class="codeBlockContainer_I0IT language-python theme-code-block"><div class="codeBlockContent_wNvx python"><pre tabindex="0" class="prism-code language-python codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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">"BLUEPRINTS"</span><span class="token punctuation" style="color:#393A34">)</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_mojV" id="typing">Typing<a class="hash-link" href="#typing" title="Direct link to heading"></a></h2><h3 class="anchor anchorWithStickyNavbar_mojV" id="python-1">Python<a class="hash-link" href="#python-1" title="Direct link to heading"></a></h3><p>To ensure clarity, consistency, all readability, <em>all</em> new functions should use
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menu__list-item"><a class="menu__link" tabindex="0" href="/docs/contributing/creating-viz-plugins">Creating Visualization Plugins</a></li></ul></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/docs/frequently-asked-questions">Frequently Asked Questions</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/docs/api">API</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/docs/security">Security</a></li></ul></nav></div></aside><main class="docMainContainer_TCnq"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Contributing</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/contributing/conventions-and-typing">Conventions and Typing</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="conventions">Conventions<a class="hash-link" href="#conventions" title="Direct link to heading"></a></h2><h3 class="anchor anchorWithStickyNavbar_mojV" id="python">Python<a class="hash-link" href="#python" title="Direct link to heading"></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="codeBlockContainer_I0IT language-python theme-code-block"><div class="codeBlockContent_wNvx python"><pre tabindex="0" class="prism-code language-python codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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">"BLUEPRINTS"</span><span class="token punctuation" style="color:#393A34">]</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>rather than,</p><div class="codeBlockContainer_I0IT language-python theme-code-block"><div class="codeBlockContent_wNvx python"><pre tabindex="0" class="prism-code language-python codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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">"BLUEPRINTS"</span><span class="token punctuation" style="color:#393A34">)</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_mojV" id="typing">Typing<a class="hash-link" href="#typing" title="Direct link to heading"></a></h2><h3 class="anchor anchorWithStickyNavbar_mojV" id="python-1">Python<a class="hash-link" href="#python-1" title="Direct link to heading"></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
@@ -35,6 +35,6 @@
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diff --git a/docs/contributing/creating-viz-plugins/index.html b/docs/contributing/creating-viz-plugins/index.html
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breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Contributing</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/contributing/creating-viz-plugins">Creating Visualization Plugins</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="creating-visualization-plugins">Creating Visualization Plugins<a class="hash-link" href="#creating-visualization-plugins" title="Direct link to heading"></a></h2><p>Visualizations in Superset are implemented in JavaScript or TypeScript. 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href="/docs/databases/installing-database-drivers">Connecting to Databases</a></div></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist" href="/docs/creating-charts-dashboards/creating-your-first-dashboard">Creating Charts and Dashboards</a></div></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist" href="/docs/miscellaneous/country-map-tools">Miscellaneous</a></div></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist menu__link--active" href="/docs/contributing/contributing-page">Contributing</a></div><ul style="display:block;overflow:visible;height:auto" class="menu__list"><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/contributing/contributing-page">Contributing to Superset</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/contributing/types-of-contributions">Types of Contributions</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/contributing/pull-request-guidelines">Pull Request Guidelines</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/contributing/style-guide">Style Guide</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" 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menu__link--active" aria-current="page" tabindex="0" href="/docs/contributing/creating-viz-plugins">Creating Visualization Plugins</a></li></ul></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/docs/frequently-asked-questions">Frequently Asked Questions</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/docs/api">API</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/docs/security">Security</a></li></ul></nav></div></aside><main class="docMainContainer_TCnq"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Contributing</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/contributing/creating-viz-plugins">Creating Visualization Plugins</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="creating-visualization-plugins">Creating Visualization Plugins<a class="hash-link" href="#creating-visualization-plugins" title="Direct link to heading"></a></h2><p>Visualizations in Superset are implemented in JavaScript or TypeScript. Superset
comes preinstalled with several visualizations types (hereafter "viz plugins") 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>.
@@ -47,6 +47,6 @@
<a href="https://apache.org/licenses/" target="_blank" rel="noreferrer">License</a>
</small></div></div></div></footer></div>
<script src="/assets/js/runtime~main.fafaad21.js"></script>
-<script src="/assets/js/main.d7b7e55a.js"></script>
+<script src="/assets/js/main.4e8d579c.js"></script>
</body>
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\ No newline at end of file
diff --git a/docs/contributing/hooks-and-linting/index.html b/docs/contributing/hooks-and-linting/index.html
index 1791841..5bdb9ec 100644
--- a/docs/contributing/hooks-and-linting/index.html
+++ b/docs/contributing/hooks-and-linting/index.html
@@ -14,11 +14,11 @@
<link rel="search" type="application/opensearchdescription+xml" title="Superset" href="/opensearch.xml">
<script src="/script/matomo.js"></script><title data-rh="true">Pre-commit Hooks and Linting | Superset</title><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://superset.apache.org/docs/contributing/hooks-and-linting"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="Pre-commit Hooks and Linting | Superset"><meta data-rh="true" name="description" content="Git Hooks"><meta data-rh="true" property="og:description" content="Git Hooks"><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://superset.apache.org/docs/contributing/hooks-and-linting"><link data-rh="true" rel="alternate" href="https://superset.apache.org/docs/contributing/hooks-and-linting" hreflang="en"><link data-rh="true" rel="alternate" href="https://superset.apache.org/docs/contributing/hooks-and-linting" hreflang="x-default"><link data-rh="true" rel="preconnect" href="https://WR5FASX5ED-dsn.algolia.net" crossorigin="anonymous"><link rel="stylesheet" href="/assets/css/styles.ba1779ef.css">
<link rel="preload" href="/assets/js/runtime~main.fafaad21.js" as="script">
-<link rel="preload" href="/assets/js/main.d7b7e55a.js" as="script">
+<link rel="preload" href="/assets/js/main.4e8d579c.js" as="script">
</head>
<body class="navigation-with-keyboard">
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href="/docs/contributing/translations">Translating</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/contributing/creating-viz-plugins">Creating Visualization Plugins</a></li></ul></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/docs/frequently-asked-questions">Frequently Asked Questions</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/docs/api">API</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/docs/security">Security</a></li></ul></nav></div></aside><main class="docMainContainer_TCnq"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Contributing</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/contributing/hooks-and-linting">Pre-commit Hooks and Linting</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="git-hooks">Git Hooks<a class="hash-link" href="#git-hooks" title="Direct link to heading"></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="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx bash"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx bash"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">tox -e pre-commit</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>Or by running pre-commit manually:</p><div class="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx bash"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">pre-commit run --all-files</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><h2 class="anchor anchorWithStickyNavbar_mojV" id="linting">Linting<a class="hash-link" href="#linting" title="Direct link to heading"></a></h2><h3 class="anchor anchorWithStickyNavbar_mojV" id="python">Python<a class="hash-link" href="#python" title="Direct link to heading"></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="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx bash"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>In terms of best practices please avoid blanket disablement of Pylint messages globally (via <code>.pylintrc</code>) or top-level within the file header, albeit there being a few exceptions. Disablement 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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class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Contributing</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/contributing/hooks-and-linting">Pre-commit Hooks and Linting</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="git-hooks">Git Hooks<a class="hash-link" href="#git-hooks" title="Direct link to heading"></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="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx bash"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx bash"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">tox -e pre-commit</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>Or by running pre-commit manually:</p><div class="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx bash"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">pre-commit run --all-files</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><h2 class="anchor anchorWithStickyNavbar_mojV" id="linting">Linting<a class="hash-link" href="#linting" title="Direct link to heading"></a></h2><h3 class="anchor anchorWithStickyNavbar_mojV" id="python">Python<a class="hash-link" href="#python" title="Direct link to heading"></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="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx bash"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>In terms of best practices please avoid blanket disablement of Pylint messages globally (via <code>.pylintrc</code>) or top-level within the file header, albeit there being a few exceptions. Disablement 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_mojV" id="typescript">TypeScript<a class="hash-link" href="#typescript" title="Direct link to heading"></a></h3><div class="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx bash"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>If using the eslint extension with vscode, put the following in your workspace <code>settings.json</code> file:</p><div class="codeBlockContainer_I0IT language-json theme-code-block"><div class="codeBlockContent_wNvx json"><pre tabindex="0" class="prism-code language-json codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token property" style="color:#36acaa">"eslint.workingDirectories"</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">"superset-frontend"</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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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/contributing/hooks-and-linting.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_dcUD" 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_foO9"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><div class="pagination-nav__item"><a class="pagination-nav__link" href="/docs/contributing/local-backend"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Running a Local Flask Backend</div></a></div><div class="pagination-nav__item pagination-nav__item--next"><a class="pagination-nav__link" href="/docs/contributing/conventions-and-typing"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Conventions and Typing</div></a></div></nav></div></div><div class="col col--3"><div class="tableOfContents_cNA8 thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#git-hooks" class="table-of-contents__link toc-highlight">Git Hooks</a></li><li><a href="#linting" class="table-of-contents__link toc-highlight">Linting</a><ul><li><a href="#python" class="table-of-contents__link toc-highlight">Python</a></li><li><a href="#typescript" class="table-of-contents__link toc-highlight">TypeScript</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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Licensed under the Apache <a href="https://apache.org/licenses/LICENSE-2.0" target="_blank" rel="noreferrer">License</a>. <br>
@@ -32,6 +32,6 @@
<a href="https://apache.org/licenses/" target="_blank" rel="noreferrer">License</a>
</small></div></div></div></footer></div>
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diff --git a/docs/contributing/local-backend/index.html b/docs/contributing/local-backend/index.html
index 81e57b2..35bf8ac 100644
--- a/docs/contributing/local-backend/index.html
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@@ -14,11 +14,11 @@
<link rel="search" type="application/opensearchdescription+xml" title="Superset" href="/opensearch.xml">
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class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Contributing</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/contributing/local-backend">Running a Local Flask Backend</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h3 class="anchor anchorWithStickyNavbar_mojV" id="flask-server">Flask server<a class="hash-link" href="#flask-server" title="Direct link to heading"></a></h3><h4 class="anchor anchorWithStickyNavbar_mojV" id="os-dependencies">OS Dependencies<a class="hash-link" href="#os-dependencies" title="Direct link to heading"></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 3.8 or 3.9, then proceed with:</p><div class="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx bash"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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">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"></span><span class="token assign-left variable" style="color:#36acaa">FLASK_ENV</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">development superset run -p </span><span class="token number" style="color:#36acaa">8088</span><span class="token plain"> --with-threads --reload --debugger</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>Or you can install via our Makefile</p><div class="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx bash"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p><strong>Note: the FLASK_APP env var should not need to be set, as it'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>FLASK_ENV=development superset run -p 8088 --reload --debugger</code></p><h4 class="anchor anchorWithStickyNavbar_mojV" id="dependencies">Dependencies<a class="hash-link" href="#dependencies" title="Direct link to heading"></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="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx bash"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><h4 class="anchor anchorWithStickyNavbar_mojV" id="logging-to-the-browser-console">Logging to the browser console<a class="hash-link" href="#logging-to-the-browser-console" title="Direct link to heading"></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="codeBlockContainer_I0IT language-python theme-code-block"><div class="codeBlockContent_wNvx python"><pre tabindex="0" class="prism-code language-python codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>Then make sure you run your WSGI server using the right worker type:</p><div class="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx bash"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token assign-left variable" style="color:#36acaa">FLASK_ENV</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">development gunicorn </span><span class="token string" style="color:#e3116c">"superset.app:create_app()"</span><span class="token plain"> -k </span><span class="token string" style="color:#e3116c">"geventwebsocket.gunicorn.workers.GeventWebSocketWorker"</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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>You can log anything to the browser console, including objects:</p><div class="codeBlockContainer_I0IT language-python theme-code-block"><div class="codeBlockContent_wNvx python"><pre tabindex="0" class="prism-code language-python codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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">'An exception occurred!'</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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><h3 class="anchor anchorWithStickyNavbar_mojV" id="frontend-assets">Frontend Assets<a class="hash-link" href="#frontend-assets" title="Direct link to heading"></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 class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/contributing/local-backend.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_dcUD" 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 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diff --git a/docs/contributing/pull-request-guidelines/index.html b/docs/contributing/pull-request-guidelines/index.html
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creating a PR, create an issue.</p></blockquote><p>The purpose is to separate problem from possible solutions.</p><p><strong>Bug fixes:</strong> If you’re only fixing a small bug, it’s fine to submit a pull request right away but we highly recommend to file an issue detailing what you’re fixing. 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'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_mojV" id="protocol">Protocol<a class="hash-link" href="#protocol" title="Direct link to heading"></a></h3><h4 class="anchor anchorWithStickyNavbar_mojV" id="authoring">Authoring<a class="hash-link" href="#authoring" title="Direct link to heading"></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'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 > 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_mojV" id="reviewing">Reviewing<a class="hash-link" href="#reviewing" title="Direct link to heading"></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'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_mojV" id="test-environments">Test Environments<a class="hash-link" href="#test-environments" title="Direct link to heading"></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_<feature flag name>=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_mojV" id="merging">Merging<a class="hash-link" href="#merging" title="Direct link to heading"></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_mojV" id="post-merge-responsibility">Post-merge Responsibility<a class="hash-link" href="#post-merge-responsibility" title="Direct link to heading"></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_dcUD" 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_foO9"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><div class="pagination-nav__item"><a class="pagination-nav__link" href="/docs/contributing/types-of-contributions"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Types of Contributions</div></a></div><div class="pagination-nav__item pagination-nav__item--next"><a class="pagination-nav__link" href="/docs/contributing/style-guide"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Style Guide</div></a></div></nav></div></div><div class="col col--3"><div class="tableOfContents_cNA8 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 footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Contributing</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/contributing/pull-request-guidelines">Pull Request Guidelines</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="pull-request-guidelines">Pull Request Guidelines<a class="hash-link" href="#pull-request-guidelines" title="Direct link to heading"></a></h2><p>A philosophy we would like to strongly encourage is</p><blockquote><p>Before creating a PR, create an issue.</p></blockquote><p>The purpose is to separate problem from possible solutions.</p><p><strong>Bug fixes:</strong> If you’re only fixing a small bug, it’s fine to submit a pull request right away but we highly recommend to file an issue detailing what you’re fixing. 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'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_mojV" id="protocol">Protocol<a class="hash-link" href="#protocol" title="Direct link to heading"></a></h3><h4 class="anchor anchorWithStickyNavbar_mojV" id="authoring">Authoring<a class="hash-link" href="#authoring" title="Direct link to heading"></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'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 > 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_mojV" id="reviewing">Reviewing<a class="hash-link" href="#reviewing" title="Direct link to heading"></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'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_mojV" id="test-environments">Test Environments<a class="hash-link" href="#test-environments" title="Direct link to heading"></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_<feature flag name>=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_mojV" id="merging">Merging<a class="hash-link" href="#merging" title="Direct link to heading"></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_mojV" id="post-merge-responsibility">Post-merge Responsibility<a class="hash-link" href="#post-merge-responsibility" title="Direct link to heading"></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_dcUD" 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_foO9"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><div class="pagination-nav__item"><a class="pagination-nav__link" href="/docs/contributing/types-of-contributions"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Types of Contributions</div></a></div><div class="pagination-nav__item pagination-nav__item--next"><a class="pagination-nav__link" href="/docs/contributing/style-guide"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Style Guide</div></a></div></nav></div></div><div class="col col--3"><div class="tableOfContents_cNA8 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 footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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<small>Apache Superset, Apache, Superset, the Superset logo, and the Apache feather logo are either registered trademarks or trademarks of The Apache Software Foundation. All other products or name brands are trademarks of their respective holders, including The Apache Software Foundation.
@@ -31,6 +31,6 @@
<a href="https://apache.org/licenses/" target="_blank" rel="noreferrer">License</a>
</small></div></div></div></footer></div>
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diff --git a/docs/contributing/style-guide/index.html b/docs/contributing/style-guide/index.html
index b5e3645..d9c61b0 100644
--- a/docs/contributing/style-guide/index.html
+++ b/docs/contributing/style-guide/index.html
@@ -14,11 +14,11 @@
<link rel="search" type="application/opensearchdescription+xml" title="Superset" href="/opensearch.xml">
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<link rel="preload" href="/assets/js/runtime~main.fafaad21.js" as="script">
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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="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx bash"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">tox -e </span><span class="token operator" style="color:#393A34"><</span><span class="token plain">environment</span><span class="token operator" style="color:#393A34">></span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>For example,</p><div class="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx bash"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">tox -e py38</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>Alternatively, you can run all tests in a single file via,</p><div class="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx bash"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">tox -e </span><span class="token operator" style="color:#393A34"><</span><span class="token plain">environment</span><span class="token operator" style="color:#393A34">></span><span class="token plain"> -- tests/test_file.py</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>or for a specific test via,</p><div class="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx bash"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">tox -e </span><span class="token operator" style="color:#393A34"><</span><span class="token plain">environment</span><span class="token operator" style="color:#393A34">></span><span class="token plain"> -- tests/test_file.py::TestClassName::test_method_name</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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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menu__list-item"><a class="menu__link" tabindex="0" href="/docs/contributing/creating-viz-plugins">Creating Visualization Plugins</a></li></ul></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/docs/frequently-asked-questions">Frequently Asked Questions</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/docs/api">API</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/docs/security">Security</a></li></ul></nav></div></aside><main class="docMainContainer_TCnq"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Contributing</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/contributing/translations">Translating</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="translating">Translating<a class="hash-link" href="#translating" title="Direct link to heading"></a></h2><p>We use <a href="https://python-babel.github.io/flask-babel/" target="_blank" rel="noopener noreferrer">Flask-Babel</a> to translate Superset.
In Python files, we use the following
<a href="https://python-babel.github.io/flask-babel/#using-translations" target="_blank" rel="noopener noreferrer">translation functions</a>
from <code>Flask-Babel</code>:</p><ul><li><code>gettext</code> and <code>lazy_gettext</code> (usually aliased to <code>_</code>): for translating singular
@@ -62,6 +62,6 @@
<a href="https://apache.org/licenses/" target="_blank" rel="noreferrer">License</a>
</small></div></div></div></footer></div>
<script src="/assets/js/runtime~main.fafaad21.js"></script>
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diff --git a/docs/contributing/types-of-contributions/index.html b/docs/contributing/types-of-contributions/index.html
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@@ -14,11 +14,11 @@
<link rel="search" type="application/opensearchdescription+xml" title="Superset" href="/opensearch.xml">
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@@ -42,6 +42,6 @@
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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_mojV" id="enabling-data-upload-functionality">Enabling Data Upload Functionality<a class="hash-link" href="#enabling-data-upload-functionality" title="Direct link to heading"></a></h3><p>You may need to enable the functionality to upload a CSV or Excel file to your database. The following section
@@ -136,6 +136,6 @@
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diff --git a/docs/databases/ascend/index.html b/docs/databases/ascend/index.html
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anchorWithStickyNavbar_mojV" id="ascendio">Ascend.io<a class="hash-link" href="#ascendio" title="Direct link to heading"></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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div 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<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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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}&...</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>Note that you'll need to escape & encode when forming the connection string like so:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">s3://... -> s3%3A//...</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><h3 class="anchor anchorWithStickyNavbar_mojV" id="pyathena">PyAthena<a class="hash-link" href="#pyathena" title="Direct link to heading"></a></h3><p>You can also use <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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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}&...</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>The PyAthena library also allows to assume a specific IAM role, by <a href="https://superset.apache.org/docs/miscellaneous/importing-exporting-datasources/#importing-datasources-from-yaml" target="_blank" rel="noopener noreferrer">importing the datasource from YAML</a> and passing extra parameters:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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_name: awsathena</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> sqlalchemy_uri: awsathena+rest://athena.{region_name}.amazonaws.com/{schema_name}?s3_staging_dir={s3_staging_dir}&...</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> extra: "{\"engine_params\": {\"connect_args\": {\"role_arn\": \"{{ ROLE_ARN }}\" }}}"</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_dcUD" 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_foO9"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><div class="pagination-nav__item"><a class="pagination-nav__link" href="/docs/databases/db-connection-ui"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Using Database Connection UI</div></a></div><div class="pagination-nav__item pagination-nav__item--next"><a class="pagination-nav__link" href="/docs/databases/dynamodb"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Amazon DynamoDB</div></a></div></nav></div></div><div class="col col--3"><div class="tableOfContents_cNA8 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 footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Connecting to Databases</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/databases/bigquery">Google BigQuery</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="google-bigquery">Google BigQuery<a class="hash-link" href="#google-bigquery" title="Direct link to heading"></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_mojV" id="install-bigquery-driver">Install BigQuery Driver<a class="hash-link" href="#install-bigquery-driver" title="Direct link to heading"></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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">echo "sqlalchemy-bigquery" >> ./docker/requirements-local.txt</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><h3 class="anchor anchorWithStickyNavbar_mojV" id="connecting-to-bigquery">Connecting to BigQuery<a class="hash-link" href="#connecting-to-bigquery" title="Direct link to heading"></a></h3><p>When adding a new BigQuery connection in Superset, you'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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href="/docs/security">Security</a></li></ul></nav></div></aside><main class="docMainContainer_TCnq"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Connecting to Databases</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/databases/clickhouse">ClickHouse</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="clickhouse">ClickHouse<a class="hash-link" href="#clickhouse" title="Direct link to heading"></a></h2><p>To use ClickHouse with Superset, you will need to add the following Python library:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">clickhouse-connect>=0.4.1</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">clickhouse-connect>=0.4.1</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>The recommended connector library for ClickHouse is
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href="/docs/miscellaneous/country-map-tools">Miscellaneous</a></div></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist" href="/docs/contributing/contributing-page">Contributing</a></div></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/docs/frequently-asked-questions">Frequently Asked Questions</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/docs/api">API</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/docs/security">Security</a></li></ul></nav></div></aside><main class="docMainContainer_TCnq"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Connecting to Databases</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/databases/clickhouse">ClickHouse</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="clickhouse">ClickHouse<a class="hash-link" href="#clickhouse" title="Direct link to heading"></a></h2><p>To use ClickHouse with Superset, you will need to add the following Python library:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">clickhouse-connect>=0.4.1</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">clickhouse-connect>=0.4.1</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">clickhousedb://<user>:<password>@<host>:<port>/<database>[?options…]clickhouse://{username}:{password}@{hostname}:{port}/{database}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>Here's a concrete example of a real connection string:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>If you'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't encrypt the connection):</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">clickhousedb://localhost/default</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_dcUD" 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_foO9"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><div class="pagination-nav__item"><a class="pagination-nav__link" href="/docs/databases/spark-sql"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Apache Spark SQL</div></a></div><div class="pagination-nav__item pagination-nav__item--next"><a class="pagination-nav__link" href="/docs/databases/cockroachdb"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">CockroachDB</div></a></div></nav></div></div><div class="col col--3"><div class="tableOfContents_cNA8 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 footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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<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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">cockroachdb://root@{hostname}:{port}/{database}?sslmode=disable</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_dcUD" 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_foO9"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><div class="pagination-nav__item"><a class="pagination-nav__link" href="/docs/databases/clickhouse"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">ClickHouse</div></a></div><div class="pagination-nav__item pagination-nav__item--next"><a class="pagination-nav__link" href="/docs/databases/risingwave"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">RisingWave</div></a></div></nav></div></div><div class="col col--3"><div class="tableOfContents_cNA8 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 footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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You need to install the extras as well for this library.
We recommend adding something like the following
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class="docMainContainer_TCnq"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Connecting to Databases</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/databases/databricks">Databricks</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="databricks">Databricks<a class="hash-link" href="#databricks" title="Direct link to heading"></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="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx bash"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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">"superset[databricks]"</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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 "Configuration" -> "Advanced Options" -> "JDBC/ODBC".</p><p>You also need an access token from "Settings" -> "User Settings" -> "Access Tokens".</p><p>Once you have all this information, add a database of type "Databricks Native Connector" and use the following SQLAlchemy URI:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>You also need to add the following configuration to "Other" -> "Engine Parameters", with your HTTP path:</p><div class="codeBlockContainer_I0IT language-json theme-code-block"><div class="codeBlockContent_wNvx json"><pre tabindex="0" class="prism-code language-json codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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">"connect_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 property" style="color:#36acaa">"http_path"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"sql/protocolv1/o/****"</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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><h2 class="anchor anchorWithStickyNavbar_mojV" id="older-driver">Older driver<a class="hash-link" href="#older-driver" title="Direct link to heading"></a></h2><p>Originally Superset used <code>databricks-dbapi</code> to connect to Databricks. You might want to try it if you're having problems with the official Databricks connector:</p><div class="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx bash"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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">"databricks-dbapi[sqlalchemy]"</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_mojV" id="hive">Hive<a class="hash-link" href="#hive" title="Direct link to heading"></a></h3><p>To connect to a Hive cluster add a database of type "Databricks Interactive Cluster" in Superset, and use the following SQLAlchemy URI:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>You also need to add the following configuration to "Other" -> "Engine Parameters", with your HTTP path:</p><div class="codeBlockContainer_I0IT language-json theme-code-block"><div class="codeBlockContent_wNvx json"><pre tabindex="0" class="prism-code language-json codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">"connect_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 property" style="color:#36acaa">"http_path"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"sql/protocolv1/o/****"</span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><h3 class="anchor anchorWithStickyNavbar_mojV" id="odbc">ODBC<a class="hash-link" href="#odbc" title="Direct link to heading"></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 "Databricks Interactive Cluster" or "Databricks SQL Endpoint" for the database, depending on your use case:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>And for the connection arguments:</p><div class="codeBlockContainer_I0IT language-json theme-code-block"><div class="codeBlockContent_wNvx json"><pre tabindex="0" class="prism-code language-json codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">"connect_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 property" style="color:#36acaa">"http_path"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"sql/protocolv1/o/****"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token property" style="color:#36acaa">"driver_path"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"/path/to/odbc/driver"</span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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="codeBlockContainer_I0IT language-json theme-code-block"><div class="codeBlockContent_wNvx json"><pre tabindex="0" class="prism-code language-json codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">"connect_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 property" style="color:#36acaa">"http_path"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"/sql/1.0/endpoints/****"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token property" style="color:#36acaa">"driver_path"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"/path/to/odbc/driver"</span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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/databricks.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 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docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Connecting to Databases</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/databases/databricks">Databricks</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="databricks">Databricks<a class="hash-link" href="#databricks" title="Direct link to heading"></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="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx bash"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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">"superset[databricks]"</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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 "Configuration" -> "Advanced Options" -> "JDBC/ODBC".</p><p>You also need an access token from "Settings" -> "User Settings" -> "Access Tokens".</p><p>Once you have all this information, add a database of type "Databricks Native Connector" and use the following SQLAlchemy URI:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>You also need to add the following configuration to "Other" -> "Engine Parameters", with your HTTP path:</p><div class="codeBlockContainer_I0IT language-json theme-code-block"><div class="codeBlockContent_wNvx json"><pre tabindex="0" class="prism-code language-json codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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">"connect_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 property" style="color:#36acaa">"http_path"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"sql/protocolv1/o/****"</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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><h2 class="anchor anchorWithStickyNavbar_mojV" id="older-driver">Older driver<a class="hash-link" href="#older-driver" title="Direct link to heading"></a></h2><p>Originally Superset used <code>databricks-dbapi</code> to connect to Databricks. You might want to try it if you're having problems with the official Databricks connector:</p><div class="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx bash"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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">"databricks-dbapi[sqlalchemy]"</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_mojV" id="hive">Hive<a class="hash-link" href="#hive" title="Direct link to heading"></a></h3><p>To connect to a Hive cluster add a database of type "Databricks Interactive Cluster" in Superset, and use the following SQLAlchemy URI:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>You also need to add the following configuration to "Other" -> "Engine Parameters", with your HTTP path:</p><div class="codeBlockContainer_I0IT language-json theme-code-block"><div class="codeBlockContent_wNvx json"><pre tabindex="0" class="prism-code language-json codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">"connect_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 property" style="color:#36acaa">"http_path"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"sql/protocolv1/o/****"</span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><h3 class="anchor anchorWithStickyNavbar_mojV" id="odbc">ODBC<a class="hash-link" href="#odbc" title="Direct link to heading"></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 "Databricks Interactive Cluster" or "Databricks SQL Endpoint" for the database, depending on your use case:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>And for the connection arguments:</p><div class="codeBlockContainer_I0IT language-json theme-code-block"><div class="codeBlockContent_wNvx json"><pre tabindex="0" class="prism-code language-json codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">"connect_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 property" style="color:#36acaa">"http_path"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"sql/protocolv1/o/****"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token property" style="color:#36acaa">"driver_path"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"/path/to/odbc/driver"</span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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="codeBlockContainer_I0IT language-json theme-code-block"><div class="codeBlockContent_wNvx json"><pre tabindex="0" class="prism-code language-json codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">"connect_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 property" style="color:#36acaa">"http_path"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"/sql/1.0/endpoints/****"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token property" style="color:#36acaa">"driver_path"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"/path/to/odbc/driver"</span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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/databricks.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 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<script src="/script/matomo.js"></script><title data-rh="true">Using Database Connection UI | Superset</title><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://superset.apache.org/docs/databases/db-connection-ui"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="Using Database Connection UI | Superset"><meta data-rh="true" name="description" content="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."><meta data-rh="true" property="og:description" content="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."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://superset.apache.org/docs/databases/db-connection-ui"><link data-rh="true" rel="alternate" href="https://superset.apache.org/docs/databases/db-connection-ui" hreflang="en"><link data-rh="true" rel="alternate" href="https://superset.apache.org/docs/databases/db-connection-ui" hreflang="x-default"><link data-rh="true" rel="preconnect" href="https://WR5FASX5ED-dsn.algolia.net" crossorigin="anonymous"><link rel="stylesheet" href="/assets/css/styles.ba1779ef.css">
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href="/docs/security">Security</a></li></ul></nav></div></aside><main class="docMainContainer_TCnq"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Connecting to Databases</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/databases/db-connection-ui">Using Database Connection UI</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">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 src="https://user-images.githubusercontent.com/27827808/125499607-94e300aa-1c0f-4c60-b199-3f9de41060a3.gif" alt="db-conn-docs"></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_mojV" id="how-to-setup-up-preferred-database-options-and-images">How to setup up preferred database options and images<a class="hash-link" href="#how-to-setup-up-preferred-database-options-and-images" title="Direct link to heading"></a></h3><p>We added a new configuration option where the admin can define their preferred databases, in order:</p><div class="codeBlockContainer_I0IT language-python theme-code-block"><div class="codeBlockContent_wNvx python"><pre tabindex="0" class="prism-code language-python codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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 "Add Database" 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 "engine_name" 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"> 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">"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 string" style="color:#e3116c">"Presto"</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">"MySQL"</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">"SQLite"</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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>For copyright reasons the logos for each database are not distributed with Superset.</p><h3 class="anchor anchorWithStickyNavbar_mojV" id="setting-images">Setting images<a class="hash-link" href="#setting-images" title="Direct link to heading"></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="codeBlockContainer_I0IT language-python theme-code-block"><div class="codeBlockContent_wNvx python"><pre tabindex="0" class="prism-code language-python codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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">"path/to/image/postgres.jpg"</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">"path/to/s3bucket/bigquery.jpg"</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">"path/to/image/snowflake.jpg"</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><h3 class="anchor anchorWithStickyNavbar_mojV" id="how-to-add-new-database-engines-to-available-endpoint">How to add new database engines to available endpoint<a class="hash-link" href="#how-to-add-new-database-engines-to-available-endpoint" title="Direct link to heading"></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 "psycopg2".</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>{"sslmode": "require"}</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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docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Connecting to Databases</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/databases/db-connection-ui">Using Database Connection UI</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">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 src="https://user-images.githubusercontent.com/27827808/125499607-94e300aa-1c0f-4c60-b199-3f9de41060a3.gif" alt="db-conn-docs"></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_mojV" id="how-to-setup-up-preferred-database-options-and-images">How to setup up preferred database options and images<a class="hash-link" href="#how-to-setup-up-preferred-database-options-and-images" title="Direct link to heading"></a></h3><p>We added a new configuration option where the admin can define their preferred databases, in order:</p><div class="codeBlockContainer_I0IT language-python theme-code-block"><div class="codeBlockContent_wNvx python"><pre tabindex="0" class="prism-code language-python codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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 "Add Database" 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 "engine_name" 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"> 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">"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 string" style="color:#e3116c">"Presto"</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">"MySQL"</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">"SQLite"</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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>For copyright reasons the logos for each database are not distributed with Superset.</p><h3 class="anchor anchorWithStickyNavbar_mojV" id="setting-images">Setting images<a class="hash-link" href="#setting-images" title="Direct link to heading"></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="codeBlockContainer_I0IT language-python theme-code-block"><div class="codeBlockContent_wNvx python"><pre tabindex="0" class="prism-code language-python codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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">"path/to/image/postgres.jpg"</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">"path/to/s3bucket/bigquery.jpg"</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">"path/to/image/snowflake.jpg"</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><h3 class="anchor anchorWithStickyNavbar_mojV" id="how-to-add-new-database-engines-to-available-endpoint">How to add new database engines to available endpoint<a class="hash-link" href="#how-to-add-new-database-engines-to-available-endpoint" title="Direct link to heading"></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 "psycopg2".</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>{"sslmode": "require"}</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_dcUD" 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_foO9"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><div class="pagination-nav__item"><a class="pagination-nav__link" 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></div><div class="pagination-nav__item pagination-nav__item--next"><a class="pagination-nav__link" href="/docs/databases/athena"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Amazon Athena</div></a></div></nav></div></div><div class="col col--3"><div class="tableOfContents_cNA8 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 footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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<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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">dremio+flight://{username}:{password}@{host}:{port}/dremio</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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
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docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Connecting to Databases</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/databases/drill">Apache Drill</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="apache-drill">Apache Drill<a class="hash-link" href="#apache-drill" title="Direct link to heading"></a></h2><h3 class="anchor anchorWithStickyNavbar_mojV" id="sqlalchemy">SQLAlchemy<a class="hash-link" href="#sqlalchemy" title="Direct link to heading"></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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">drill+sadrill://<username>:<password>@<host>:<port>/<storage_plugin>?use_ssl=True</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">drill+sadrill://localhost:8047/dfs?use_ssl=False</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><h3 class="anchor anchorWithStickyNavbar_mojV" id="jdbc">JDBC<a class="hash-link" href="#jdbc" title="Direct link to heading"></a></h3><p>Connecting to Drill through JDBC is more complicated and we recommend following
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docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Connecting to Databases</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/databases/druid">Apache Druid</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="apache-druid">Apache Druid<a class="hash-link" href="#apache-druid" title="Direct link to heading"></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 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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">druid://<User>:<password>@<Host>:<Port-default-9088>/druid/v2/sql</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>Here's a breakdown of the key components of this connection string:</p><p>User: username portion of the credentials needed to connect to your database
Password: password portion of the credentials needed to connect to your database
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@@ -14,11 +14,11 @@
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docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Connecting to Databases</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/databases/elasticsearch">Elasticsearch</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="elasticsearch">Elasticsearch<a class="hash-link" href="#elasticsearch" title="Direct link to heading"></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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">elasticsearch+http://{user}:{password}@{host}:9200/</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p><strong>Using HTTPS</strong></p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">elasticsearch+https://{user}:{password}@{host}:9200/</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">ROW_LIMIT = 10000</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>You can query multiple indices on SQL Lab for example</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">SELECT timestamp, agent FROM "logstash"</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>But, to use visualizations for multiple indices you need to create an alias index on your cluster</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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"> "actions" : [</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> { "add" : { "index" : "logstash-**", "alias" : "logstash_all" } }</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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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 > ENGINE PARAMETERS:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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"> "connect_args": {</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "time_zone": "Asia/Shanghai"</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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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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docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Connecting to Databases</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/databases/exasol">Exasol</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="exasol">Exasol<a class="hash-link" href="#exasol" title="Direct link to heading"></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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">exa+pyodbc://{username}:{password}@{hostname}:{port}/my_schema?CONNECTIONLCALL=en_US.UTF-8&driver=EXAODBC</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_dcUD" 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_foO9"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><div class="pagination-nav__item"><a class="pagination-nav__link" href="/docs/databases/elasticsearch"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Elasticsearch</div></a></div><div class="pagination-nav__item pagination-nav__item--next"><a class="pagination-nav__link" href="/docs/databases/bigquery"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Google BigQuery</div></a></div></nav></div></div><div class="col col--3"><div class="tableOfContents_cNA8 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 footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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href="/docs/miscellaneous/country-map-tools">Miscellaneous</a></div></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist" href="/docs/contributing/contributing-page">Contributing</a></div></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/docs/frequently-asked-questions">Frequently Asked Questions</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/docs/api">API</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/docs/security">Security</a></li></ul></nav></div></aside><main class="docMainContainer_TCnq"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Connecting to Databases</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/databases/firebird">Firebird</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="firebird">Firebird<a class="hash-link" href="#firebird" title="Direct link to heading"></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>=0.7.0, <0.8</code>.</p><p>The recommended connection string is:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>Here's a connection string example of Superset connecting to a local Firebird database:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_dcUD" 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_foO9"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><div class="pagination-nav__item"><a class="pagination-nav__link" href="/docs/databases/databricks"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Databricks</div></a></div><div class="pagination-nav__item pagination-nav__item--next"><a class="pagination-nav__link" href="/docs/databases/yugabytedb"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">YugabyteDB</div></a></div></nav></div></div><div class="col col--3"><div class="tableOfContents_cNA8 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 footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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@@ -32,6 +32,6 @@
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diff --git a/docs/databases/firebolt/index.html b/docs/databases/firebolt/index.html
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href="/docs/miscellaneous/country-map-tools">Miscellaneous</a></div></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist" href="/docs/contributing/contributing-page">Contributing</a></div></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/docs/frequently-asked-questions">Frequently Asked Questions</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/docs/api">API</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/docs/security">Security</a></li></ul></nav></div></aside><main class="docMainContainer_TCnq"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Connecting to Databases</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/databases/firebolt">Firebolt</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="firebolt">Firebolt<a class="hash-link" href="#firebolt" title="Direct link to heading"></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>=0.0.1</code>.</p><p>The recommended connection string is:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>Here's a connection string example of Superset connecting to a Firebolt database:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_dcUD" 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_foO9"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><div class="pagination-nav__item"><a class="pagination-nav__link" href="/docs/databases/yugabytedb"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">YugabyteDB</div></a></div><div class="pagination-nav__item pagination-nav__item--next"><a class="pagination-nav__link" href="/docs/databases/extra-settings"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Extra Database Settings</div></a></div></nav></div></div><div class="col col--3"><div class="tableOfContents_cNA8 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 footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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diff --git a/docs/databases/google-sheets/index.html b/docs/databases/google-sheets/index.html
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<a href="https://developers.google.com/chart/interactive/docs/querylanguage" target="_blank" rel="noopener noreferrer">SQL API</a>. The recommended
connector library for Google Sheets is <a href="https://github.com/betodealmeida/shillelagh" target="_blank" rel="noopener noreferrer">shillelagh</a>.</p><p>There are a few steps involved in connecting Superset to Google Sheets. This
<a href="https://preset.io/blog/2020-06-01-connect-superset-google-sheets/" target="_blank" rel="noopener noreferrer">tutorial</a> has the most up to date
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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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">postgresql+psycopg2://{username}:{password}@{host}:{port}/{database}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_dcUD" 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_foO9"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><div class="pagination-nav__item"><a class="pagination-nav__link" href="/docs/databases/vertica"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Vertica</div></a></div><div class="pagination-nav__item pagination-nav__item--next"><a class="pagination-nav__link" href="/docs/databases/trino"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Trino</div></a></div></nav></div></div><div class="col col--3"><div class="tableOfContents_cNA8 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 footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Connecting to Databases</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/databases/hologres">Hologres</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="hologres">Hologres<a class="hash-link" href="#hologres" title="Direct link to heading"></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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">postgresql+psycopg2://{username}:{password}@{host}:{port}/{database}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_dcUD" 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_foO9"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><div class="pagination-nav__item"><a class="pagination-nav__link" href="/docs/databases/vertica"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Vertica</div></a></div><div class="pagination-nav__item pagination-nav__item--next"><a class="pagination-nav__link" href="/docs/databases/trino"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Trino</div></a></div></nav></div></div><div class="col col--3"><div class="tableOfContents_cNA8 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 footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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diff --git a/docs/databases/ibm-db2/index.html b/docs/databases/ibm-db2/index.html
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Python / SQLAlchemy interface to IBM Data Servers.</p><p>Here's the recommended connection string:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">db2+ibm_db://{username}:{passport}@{hostname}:{port}/{database}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">ibm_db_sa://{username}:{passport}@{hostname}:{port}/{database}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_dcUD" 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_foO9"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><div class="pagination-nav__item"><a class="pagination-nav__link" href="/docs/databases/hana"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Hana</div></a></div><div class="pagination-nav__item pagination-nav__item--next"><a class="pagination-nav__link" href="/docs/databases/netezza"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">IBM Netezza Performance Server</div></a></div></nav></div></div><div class="col col--3"><div class="tableOfContents_cNA8 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 footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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heading"></a></h2><p>Superset requires a Python DB-API database driver and a SQLAlchemy
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_mojV" id="supported-databases-and-dependencies">Supported Databases and Dependencies<a class="hash-link" href="#supported-databases-and-dependencies" title="Direct link to heading"></a></h3><p>Superset does not ship bundled with connectivity to databases, except for SQLite,
which is part of the Python standard library. You’ll need to install the required packages for the database you want to use as your metadata database as well as the packages needed to connect to the databases you want to access through Superset.</p><p>A list of some of the recommended packages.</p><table><thead><tr><th>Database</th><th>PyPI package</th><th>Connection String</th></tr></thead><tbody><tr><td><a href="/docs/databases/athena">Amazon Athena</a></td><td><code>pip install "PyAthenaJDBC>1.0.9</code> , <code>pip install "PyAthena>1.2.0</code></td><td><code>awsathena+rest://{aws_access_key_id}:{aws_secret_access_key}@athena.{region_name}.amazonaws.com/{ </code></td></tr><tr><td><a href="/docs/databases/dynamodb">Amazon DynamoDB</a></td><td><code>pip install "PyDynamoDB>=0.4.2</code></td><td><code>dynamodb://{access_key_id}:{secret_access_key}@dynamodb.{region_name}.amazonaws.com?connector=superset</code></td></tr><tr><td><a href="/docs/databases/redshift">Amazon Redshift</a></td><td><code>pip install sqlalchemy-redshift</code></td><td><code> redshift+psycopg2://<userName>:<DBPassword>@<AWS End Point>:5439/<Database Name></code></td></tr><tr><td><a href="/docs/databases/drill">Apache Drill</a></td><td><code>pip install sqlalchemy-drill</code></td><td><code>drill+sadrill:// For JDBC drill+jdbc://</code></td></tr><tr><td><a href="/docs/databases/druid">Apache Druid</a></td><td><code>pip install pydruid</code></td><td><code>druid://<User>:<password>@<Host>:<Port-default-9088>/druid/v2/sql</code></td></tr><tr><td><a href="/docs/databases/hive">Apache Hive</a></td><td><code>pip install pyhive</code></td><td><code>hive://hive@{hostname}:{port}/{database}</code></td></tr><tr><td><a href="/docs/databases/impala">Apache Impala</a></td><td><code>pip install impyla</code></td><td><code>impala://{hostname}:{port}/{database}</code></td></tr><tr><td><a href="/docs/databases/kylin">Apache Kylin</a></td><td><code>pip install kylinpy</code></td><td><code>kylin://<username>:<password>@<hostname>:<port>/<project>?<param1>=<value1>&<param2>=<value2></code></td></tr><tr><td><a href="/docs/databases/pinot">Apache Pinot</a></td><td><code>pip install pinotdb</code></td><td><code>pinot://BROKER:5436/query?server=http://CONTROLLER:5983/</code></td></tr><tr><td><a href="/docs/databases/solr">Apache Solr</a></td><td><code>pip install sqlalchemy-solr</code></td><td><code>solr://{username}:{password}@{hostname}:{port}/{server_path}/{collection}</code></td></tr><tr><td><a href="/docs/databases/spark-sql">Apache Spark SQL</a></td><td><code>pip install pyhive</code></td><td><code>hive://hive@{hostname}:{port}/{database}</code></td></tr><tr><td><a href="/docs/databases/ascend">Ascend.io</a></td><td><code>pip install impyla</code></td><td><code>ascend://{username}:{password}@{hostname}:{port}/{database}?auth_mechanism=PLAIN;use_ssl=true</code></td></tr><tr><td><a href="/docs/databases/sql-server">Azure MS SQL</a></td><td><code>pip install pymssql</code></td><td><code>mssql+pymssql://UserName@presetSQL:TestPassword@presetSQL.database.windows.net:1433/TestSchema</code></td></tr><tr><td><a href="/docs/databases/bigquery">Big Query</a></td><td><code>pip install sqlalchemy-bigquery</code></td><td><code>bigquery://{project_id}</code></td></tr><tr><td><a href="/docs/databases/clickhouse">ClickHouse</a></td><td><code>pip install clickhouse-connect</code></td><td><code>clickhousedb://{username}:{password}@{hostname}:{port}/{database}</code></td></tr><tr><td><a href="/docs/databases/cockroachdb">CockroachDB</a></td><td><code>pip install cockroachdb</code></td><td><code>cockroachdb://root@{hostname}:{port}/{database}?sslmode=disable</code></td></tr><tr><td><a href="/docs/databases/dremio">Dremio</a></td><td><code>pip install sqlalchemy_dremio</code></td><td><code>dremio://user:pwd@host:31010/</code></td></tr><tr><td><a href="/docs/databases/elasticsearch">Elasticsearch</a></td><td><code>pip install elasticsearch-dbapi</code></td><td><code>elasticsearch+http://{user}:{password}@{host}:9200/</code></td></tr><tr><td><a href="/docs/databases/exasol">Exasol</a></td><td><code>pip install sqlalchemy-exasol</code></td><td><code>exa+pyodbc://{username}:{password}@{hostname}:{port}/my_schema?CONNECTIONLCALL=en_US.UTF-8&driver=EXAODBC</code></td></tr><tr><td><a href="/docs/databases/google-sheets">Google Sheets</a></td><td><code>pip install shillelagh[gsheetsapi]</code></td><td><code>gsheets://</code></td></tr><tr><td><a href="/docs/databases/firebolt">Firebolt</a></td><td><code>pip install firebolt-sqlalchemy</code></td><td><code>firebolt://{username}:{password}@{database} or firebolt://{username}:{password}@{database}/{engine_name}</code></td></tr><tr><td><a href="/docs/databases/hologres">Hologres</a></td><td><code>pip install psycopg2</code></td><td><code>postgresql+psycopg2://<UserName>:<DBPassword>@<Database Host>/<Database Name></code></td></tr><tr><td><a href="/docs/databases/ibm-db2">IBM Db2</a></td><td><code>pip install ibm_db_sa</code></td><td><code>db2+ibm_db://</code></td></tr><tr><td><a href="/docs/databases/netezza">IBM Netezza Performance Server</a></td><td><code>pip install nzalchemy</code></td><td><code>netezza+nzpy://<UserName>:<DBPassword>@<Database Host>/<Database Name></code></td></tr><tr><td><a href="/docs/databases/mysql">MySQL</a></td><td><code>pip install mysqlclient</code></td><td><code>mysql://<UserName>:<DBPassword>@<Database Host>/<Database Name></code></td></tr><tr><td><a href="/docs/databases/oracle">Oracle</a></td><td><code>pip install cx_Oracle</code></td><td><code>oracle://</code></td></tr><tr><td><a href="/docs/databases/postgres">PostgreSQL</a></td><td><code>pip install psycopg2</code></td><td><code>postgresql://<UserName>:<DBPassword>@<Database Host>/<Database Name></code></td></tr><tr><td><a href="/docs/databases/trino">Trino</a></td><td><code>pip install trino</code></td><td><code>trino://{username}:{password}@{hostname}:{port}/{catalog}</code></td></tr><tr><td><a href="/docs/databases/presto">Presto</a></td><td><code>pip install pyhive</code></td><td><code>presto://</code></td></tr><tr><td><a href="/docs/databases/hana">SAP Hana</a></td><td><code>pip install hdbcli sqlalchemy-hana or pip install apache-superset[hana]</code></td><td><code>hana://{username}:{password}@{host}:{port}</code></td></tr><tr><td><a href="/docs/databases/snowflake">Snowflake</a></td><td><code>pip install snowflake-sqlalchemy</code></td><td><code>snowflake://{user}:{password}@{account}.{region}/{database}?role={role}&warehouse={warehouse}</code></td></tr><tr><td>SQLite</td><td>No additional library needed</td><td><code>sqlite://</code></td></tr><tr><td><a href="/docs/databases/sql-server">SQL Server</a></td><td><code>pip install pymssql</code></td><td><code>mssql://</code></td></tr><tr><td><a href="/docs/databases/teradata">Teradata</a></td><td><code>pip install teradatasqlalchemy</code></td><td><code>teradatasql://{user}:{password}@{host}</code></td></tr><tr><td><a href="/docs/databases/timescaledb">TimescaleDB</a></td><td><code>pip install psycopg2</code></td><td><code>postgresql://<UserName>:<DBPassword>@<Database Host>:<Port>/<Database Name></code></td></tr><tr><td><a href="/docs/databases/vertica">Vertica</a></td><td><code>pip install sqlalchemy-vertica-python</code></td><td><code>vertica+vertica_python://<UserName>:<DBPassword>@<Database Host>/<Database Name></code></td></tr><tr><td><a href="/docs/databases/yugabytedb">YugabyteDB</a></td><td><code>pip install psycopg2</code></td><td><code>postgresql://<UserName>:<DBPassword>@<Database Host>/<Database Name></code></td></tr></tbody></table><hr><p>Note that many other databases are supported, the main criteria being the existence of a functional
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docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Connecting to Databases</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/databases/kusto">kusto</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="kusto">Kusto<a class="hash-link" href="#kusto" title="Direct link to heading"></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>>=2.0.0.</p><p>The connection string for Kusto (sql dialect) looks like this:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">kustosql+https://{cluster_url}/{database}?azure_ad_client_id={azure_ad_client_id}&azure_ad_client_secret={azure_ad_client_secret}&azure_ad_tenant_id={azure_ad_tenant_id}&msi=False</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>The connection string for Kusto (kql dialect) looks like this:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">kustokql+https://{cluster_url}/{database}?azure_ad_client_id={azure_ad_client_id}&azure_ad_client_secret={azure_ad_client_secret}&azure_ad_tenant_id={azure_ad_tenant_id}&msi=False</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_dcUD" 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_foO9"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><div class="pagination-nav__item"><a class="pagination-nav__link" href="/docs/databases/extra-settings"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Extra Database Settings</div></a></div><div class="pagination-nav__item pagination-nav__item--next"><a class="pagination-nav__link" 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></div></nav></div></div><div class="col col--3"><div class="tableOfContents_cNA8 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 footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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library for MySQL is <a href="https://pypi.org/project/mysqlclient/" target="_blank" rel="noopener noreferrer">mysqlclient</a>.</p><p>Here's the connection string:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">mysql://{username}:{password}@{host}/{database}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>Host:</p><ul><li>For Localhost or Docker running Linux: <code>localhost</code> or <code>127.0.0.1</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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docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Connecting to Databases</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/databases/mysql">MySQL</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="mysql">MySQL<a class="hash-link" href="#mysql" title="Direct link to heading"></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's the connection string:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">mysql://{username}:{password}@{host}/{database}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>Host:</p><ul><li>For Localhost or Docker running Linux: <code>localhost</code> or <code>127.0.0.1</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 <code>[mysql-connector-python](https://pypi.org/project/mysql-connector-python/)</code> instead:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">mysql+mysqlconnector://{username}:{password}@{host}/{database}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_dcUD" 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_foO9"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><div class="pagination-nav__item"><a class="pagination-nav__link" href="/docs/databases/netezza"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">IBM Netezza Performance Server</div></a></div><div class="pagination-nav__item pagination-nav__item--next"><a class="pagination-nav__link" href="/docs/databases/oracle"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Oracle</div></a></div></nav></div></div><div class="col col--3"><div class="tableOfContents_cNA8 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 footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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heading"></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's the recommended connection string:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">netezza+nzpy://{username}:{password}@{hostname}:{port}/{database}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_dcUD" 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_foO9"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><div class="pagination-nav__item"><a class="pagination-nav__link" href="/docs/databases/ibm-db2"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">IBM DB2</div></a></div><div class="pagination-nav__item pagination-nav__item--next"><a class="pagination-nav__link" href="/docs/databases/mysql"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">MySQL</div></a></div></nav></div></div><div class="col col--3"><div class="tableOfContents_cNA8 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 footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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anchorWithStickyNavbar_mojV" id="apache-pinot">Apache Pinot<a class="hash-link" href="#apache-pinot" title="Direct link to heading"></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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">pinot+http://<pinot-broker-host>:<pinot-broker-port>/query?controller=http://<pinot-controller-host>:<pinot-controller-port>/``</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div></div><footer class="theme-doc-footer 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docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Connecting to Databases</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/databases/postgres">Postgres</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="postgres">Postgres<a class="hash-link" href="#postgres" title="Direct link to heading"></a></h2><p>Note that, if you'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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">postgresql://{username}:{password}@{host}:{port}/{database}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>You can require SSL by adding <code>?sslmode=require</code> at the end:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">postgresql://{username}:{password}@{host}:{port}/{database}?sslmode=require</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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>
@@ -36,6 +36,6 @@
<a href="https://apache.org/licenses/" target="_blank" rel="noreferrer">License</a>
</small></div></div></div></footer></div>
<script src="/assets/js/runtime~main.fafaad21.js"></script>
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diff --git a/docs/databases/presto/index.html b/docs/databases/presto/index.html
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padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Connecting to Databases</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/databases/presto">Presto</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="presto">Presto<a class="hash-link" href="#presto" title="Direct link to heading"></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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">presto://{hostname}:{port}/{database}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>You can pass in a username and password as well:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">presto://{username}:{password}@{hostname}:{port}/{database}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>Here is an example connection string with values:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">presto://datascientist:securepassword@presto.example.com:8080/hive</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>By default Superset assumes the most recent version of Presto is being used when querying the
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docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Connecting to Databases</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/databases/presto">Presto</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="presto">Presto<a class="hash-link" href="#presto" title="Direct link to heading"></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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">presto://{hostname}:{port}/{database}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>You can pass in a username and password as well:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">presto://{username}:{password}@{hostname}:{port}/{database}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>Here is an example connection string with values:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">presto://datascientist:securepassword@presto.example.com:8080/hive</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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"> "version": "0.123"</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_dcUD" 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_foO9"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><div class="pagination-nav__item"><a class="pagination-nav__link" href="/docs/databases/postgres"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Postgres</div></a></div><div class="pagination-nav__item pagination-nav__item--next"><a class="pagination-nav__link" href="/docs/databases/snowflake"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Snowflake</div></a></div></nav></div></div><div class="col col--3"><div class="tableOfContents_cNA8 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 footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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way to connect to Redshift through SQLAlchemy.</p><p>You'll need to the following setting 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><p>Here's what the connection string looks like:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">redshift+psycopg2://<userName>:<DBPassword>@<AWS End Point>:5439/<Database Name></span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_dcUD" 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_foO9"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><div class="pagination-nav__item"><a class="pagination-nav__link" href="/docs/databases/dynamodb"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Amazon DynamoDB</div></a></div><div class="pagination-nav__item pagination-nav__item--next"><a class="pagination-nav__link" href="/docs/databases/drill"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Apache Drill</div></a></div></nav></div></div><div class="col col--3"><div class="tableOfContents_cNA8 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></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Connecting to Databases</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/databases/snowflake">Snowflake</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="snowflake">Snowflake<a class="hash-link" href="#snowflake" title="Direct link to heading"></a></h2><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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">snowflake://{user}:{password}@{account}.{region}/{database}?role={role}&warehouse={warehouse}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">snowflake://{user}:{password}@{account}.{region}/{database}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>Make sure the user has privileges to access and use all required
databases/schemas/tables/views/warehouses, as the Snowflake SQLAlchemy engine does not test for
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heading"></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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">mssql+pymssql://<Username>:<Password>@<Host>:<Port-default:1433>/<Database Name>/?Encrypt=yes</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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_datasbase%3BUid%3Dmy_user_name%3BPwd%3Dmy_password%3BEncrypt%3Dyes%3BConnection+Timeout%3D30</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div 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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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">mssql+pymssql://<Username>:<Password>@<Host>:<Port-default:1433>/<Database Name>/?Encrypt=yes</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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_datasbase%3BUid%3Dmy_user_name%3BPwd%3Dmy_password%3BEncrypt%3Dyes%3BConnection+Timeout%3D30</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a 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docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Connecting to Databases</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/databases/teradata">Teradata</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="teradata">Teradata<a class="hash-link" href="#teradata" title="Direct link to heading"></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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">teradatasql://{user}:{password}@{host}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><h2 class="anchor anchorWithStickyNavbar_mojV" id="odbc-driver">ODBC Driver<a class="hash-link" href="#odbc-driver" title="Direct link to heading"></a></h2><p>There'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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docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Connecting to Databases</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/databases/timescaledb">TimescaleDB</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="timescaledb">TimescaleDB<a class="hash-link" href="#timescaledb" title="Direct link to heading"></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'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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">postgresql://{username}:{password}@{host}:{port}/{database name}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_dcUD" 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_foO9"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><div class="pagination-nav__item"><a class="pagination-nav__link" href="/docs/databases/teradata"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Teradata</div></a></div><div class="pagination-nav__item pagination-nav__item--next"><a class="pagination-nav__link" href="/docs/databases/vertica"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Vertica</div></a></div></nav></div></div><div class="col col--3"><div class="tableOfContents_cNA8 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 footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Connecting to Databases</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/databases/trino">Trino</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="trino">Trino<a class="hash-link" href="#trino" title="Direct link to heading"></a></h2><p>Supported trino version 352 and higher</p><h3 class="anchor anchorWithStickyNavbar_mojV" id="connection-string">Connection String<a class="hash-link" href="#connection-string" title="Direct link to heading"></a></h3><p>The connection string format is as follows:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">trino://{username}:{password}@{hostname}:{port}/{catalog}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>If you are running Trino with docker on local machine, please use the following connection URL</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">trino://trino@host.docker.internal:8080</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><h3 class="anchor anchorWithStickyNavbar_mojV" id="authentications">Authentications<a class="hash-link" href="#authentications" title="Direct link to heading"></a></h3><h4 class="anchor anchorWithStickyNavbar_mojV" id="1-basic-authentication">1. Basic Authentication<a class="hash-link" href="#1-basic-authentication" title="Direct link to heading"></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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">trino://{username}:{password}@{hostname}:{port}/{catalog}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div></li><li><p>In <code>Secure Extra</code> field</p><div class="codeBlockContainer_I0IT language-json theme-code-block"><div class="codeBlockContent_wNvx json"><pre tabindex="0" class="prism-code language-json codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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">"auth_method"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"basic"</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">"auth_params"</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">"username"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"<username>"</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">"password"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"<password>"</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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div></li></ul><p>NOTE: if both are provided, <code>Secure Extra</code> always takes higher priority.</p><h4 class="anchor anchorWithStickyNavbar_mojV" id="2-kerberos-authentication">2. Kerberos Authentication<a class="hash-link" href="#2-kerberos-authentication" title="Direct link to heading"></a></h4><p>In <code>Secure Extra</code> field, config as following example:</p><div class="codeBlockContainer_I0IT language-json theme-code-block"><div class="codeBlockContent_wNvx json"><pre tabindex="0" class="prism-code language-json codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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">"auth_method"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"kerberos"</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">"auth_params"</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">"service_name"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"superset"</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">"config"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"/path/to/krb5.config"</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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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><h4 class="anchor anchorWithStickyNavbar_mojV" id="3-certificate-authentication">3. Certificate Authentication<a class="hash-link" href="#3-certificate-authentication" title="Direct link to heading"></a></h4><p>In <code>Secure Extra</code> field, config as following example:</p><div class="codeBlockContainer_I0IT language-json theme-code-block"><div class="codeBlockContent_wNvx json"><pre tabindex="0" class="prism-code language-json codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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">"auth_method"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"certificate"</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">"auth_params"</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">"cert"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"/path/to/cert.pem"</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">"key"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"/path/to/key.pem"</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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_mojV" id="4-jwt-authentication">4. JWT Authentication<a class="hash-link" href="#4-jwt-authentication" title="Direct link to heading"></a></h4><p>Config <code>auth_method</code> and provide token in <code>Secure Extra</code> field</p><div class="codeBlockContainer_I0IT language-json theme-code-block"><div class="codeBlockContent_wNvx json"><pre tabindex="0" class="prism-code language-json codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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">"auth_method"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"jwt"</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">"auth_params"</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">"token"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"<your-jwt-token>"</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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><h4 class="anchor anchorWithStickyNavbar_mojV" id="5-custom-authentication">5. Custom Authentication<a class="hash-link" href="#5-custom-authentication" title="Direct link to heading"></a></h4><p>To use custom authentication, first you need to add it into
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href="/docs/miscellaneous/country-map-tools">Miscellaneous</a></div></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist" href="/docs/contributing/contributing-page">Contributing</a></div></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/docs/frequently-asked-questions">Frequently Asked Questions</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/docs/api">API</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/docs/security">Security</a></li></ul></nav></div></aside><main class="docMainContainer_TCnq"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Connecting to Databases</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/databases/trino">Trino</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="trino">Trino<a class="hash-link" href="#trino" title="Direct link to heading"></a></h2><p>Supported trino version 352 and higher</p><h3 class="anchor anchorWithStickyNavbar_mojV" id="connection-string">Connection String<a class="hash-link" href="#connection-string" title="Direct link to heading"></a></h3><p>The connection string format is as follows:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">trino://{username}:{password}@{hostname}:{port}/{catalog}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>If you are running Trino with docker on local machine, please use the following connection URL</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">trino://trino@host.docker.internal:8080</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><h3 class="anchor anchorWithStickyNavbar_mojV" id="authentications">Authentications<a class="hash-link" href="#authentications" title="Direct link to heading"></a></h3><h4 class="anchor anchorWithStickyNavbar_mojV" id="1-basic-authentication">1. Basic Authentication<a class="hash-link" href="#1-basic-authentication" title="Direct link to heading"></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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">trino://{username}:{password}@{hostname}:{port}/{catalog}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div></li><li><p>In <code>Secure Extra</code> field</p><div class="codeBlockContainer_I0IT language-json theme-code-block"><div class="codeBlockContent_wNvx json"><pre tabindex="0" class="prism-code language-json codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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">"auth_method"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"basic"</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">"auth_params"</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">"username"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"<username>"</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">"password"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"<password>"</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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div></li></ul><p>NOTE: if both are provided, <code>Secure Extra</code> always takes higher priority.</p><h4 class="anchor anchorWithStickyNavbar_mojV" id="2-kerberos-authentication">2. Kerberos Authentication<a class="hash-link" href="#2-kerberos-authentication" title="Direct link to heading"></a></h4><p>In <code>Secure Extra</code> field, config as following example:</p><div class="codeBlockContainer_I0IT language-json theme-code-block"><div class="codeBlockContent_wNvx json"><pre tabindex="0" class="prism-code language-json codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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">"auth_method"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"kerberos"</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">"auth_params"</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">"service_name"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"superset"</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">"config"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"/path/to/krb5.config"</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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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><h4 class="anchor anchorWithStickyNavbar_mojV" id="3-certificate-authentication">3. Certificate Authentication<a class="hash-link" href="#3-certificate-authentication" title="Direct link to heading"></a></h4><p>In <code>Secure Extra</code> field, config as following example:</p><div class="codeBlockContainer_I0IT language-json theme-code-block"><div class="codeBlockContent_wNvx json"><pre tabindex="0" class="prism-code language-json codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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">"auth_method"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"certificate"</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">"auth_params"</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">"cert"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"/path/to/cert.pem"</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">"key"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"/path/to/key.pem"</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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_mojV" id="4-jwt-authentication">4. JWT Authentication<a class="hash-link" href="#4-jwt-authentication" title="Direct link to heading"></a></h4><p>Config <code>auth_method</code> and provide token in <code>Secure Extra</code> field</p><div class="codeBlockContainer_I0IT language-json theme-code-block"><div class="codeBlockContent_wNvx json"><pre tabindex="0" class="prism-code language-json codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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">"auth_method"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"jwt"</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">"auth_params"</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">"token"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"<your-jwt-token>"</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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><h4 class="anchor anchorWithStickyNavbar_mojV" id="5-custom-authentication">5. Custom Authentication<a class="hash-link" href="#5-custom-authentication" title="Direct link to heading"></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="codeBlockContainer_I0IT language-python theme-code-block"><div class="codeBlockContent_wNvx python"><pre tabindex="0" class="prism-code language-python codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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">"trino"</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">"custom_auth"</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">"another_auth_method"</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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>Then in <code>Secure Extra</code> field:</p><div class="codeBlockContainer_I0IT language-json theme-code-block"><div class="codeBlockContent_wNvx json"><pre tabindex="0" class="prism-code language-json codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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">"auth_method"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"custom_auth"</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">"auth_params"</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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_dcUD" 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_foO9"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><div class="pagination-nav__item"><a class="pagination-nav__link" href="/docs/databases/hologres"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Hologres</div></a></div><div class="pagination-nav__item pagination-nav__item--next"><a class="pagination-nav__link" href="/docs/databases/rockset"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Rockset</div></a></div></nav></div></div><div class="col col--3"><div class="tableOfContents_cNA8 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 footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Connecting to Databases</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/databases/vertica">Vertica</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="vertica">Vertica<a class="hash-link" href="#vertica" title="Direct link to heading"></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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">vertica+vertica_python://{username}:{password}@{host}/{database}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_dcUD" 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_foO9"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><div class="pagination-nav__item"><a class="pagination-nav__link" href="/docs/databases/timescaledb"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">TimescaleDB</div></a></div><div class="pagination-nav__item pagination-nav__item--next"><a class="pagination-nav__link" href="/docs/databases/hologres"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Hologres</div></a></div></nav></div></div><div class="col col--3"><div class="tableOfContents_cNA8 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 footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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A Superset SQLAlchemy datasource can only be a single table
or a view.</p><p>When working with tables, the solution would be to materialize a table that contains all the fields
needed for your analysis, most likely through some scheduled batch process.</p><p>A view is a simple logical layer that abstract an arbitrary SQL queries as a virtual table. This can
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diff --git a/docs/installation/alerts-reports/index.html b/docs/installation/alerts-reports/index.html
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Reports<a class="hash-link" href="#alerts-and-reports" title="Direct link to heading"></a></h2><p><em>This covers versions 1.0.1 to current.</em></p><p>Users can configure automated alerts and reports to send dashboards or charts to an email recipient or Slack channel.</p><ul><li>Alerts are sent when a SQL condition is reached</li><li>Reports 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_mojV" id="requirements">Requirements<a class="hash-link" href="#requirements" title="Direct link to heading"></a></h3><h4 class="anchor anchorWithStickyNavbar_mojV" id="commons">Commons<a class="hash-link" href="#commons" title="Direct link to heading"></a></h4><h5 class="anchor anchorWithStickyNavbar_mojV" id="in-your-superset_configpy-or-superset_config_dockerpy">In your <code>superset_config.py</code> or <code>superset_config_docker.py</code><a class="hash-link" href="#in-your-superset_configpy-or-superset_config_dockerpy" title="Direct link to heading"></a></h5><ul><li><code>"ALERT_REPORTS"</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_mojV" id="disable-dry-run-mode">Disable dry-run mode<a class="hash-link" href="#disable-dry-run-mode" title="Direct link to heading"></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>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_mojV" id="in-your-dockerfile">In your <code>Dockerfile</code><a class="hash-link" href="#in-your-dockerfile" title="Direct link to heading"></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>"chrome"</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="col docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Installation and Configuration</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/installation/alerts-reports">Alerts and Reports</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="alerts-and-reports">Alerts and Reports<a class="hash-link" href="#alerts-and-reports" title="Direct link to heading"></a></h2><p><em>This covers versions 1.0.1 to current.</em></p><p>Users can configure automated alerts and reports to send dashboards or charts to an email recipient or Slack channel.</p><ul><li>Alerts are sent when a SQL condition is reached</li><li>Reports 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_mojV" id="requirements">Requirements<a class="hash-link" href="#requirements" title="Direct link to heading"></a></h3><h4 class="anchor anchorWithStickyNavbar_mojV" id="commons">Commons<a class="hash-link" href="#commons" title="Direct link to heading"></a></h4><h5 class="anchor anchorWithStickyNavbar_mojV" id="in-your-superset_configpy-or-superset_config_dockerpy">In your <code>superset_config.py</code> or <code>superset_config_docker.py</code><a class="hash-link" href="#in-your-superset_configpy-or-superset_config_dockerpy" title="Direct link to heading"></a></h5><ul><li><code>"ALERT_REPORTS"</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_mojV" id="disable-dry-run-mode">Disable dry-run mode<a class="hash-link" href="#disable-dry-run-mode" title="Direct link to heading"></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>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_mojV" id="in-your-dockerfile">In your <code>Dockerfile</code><a class="hash-link" href="#in-your-dockerfile" title="Direct link to heading"></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>"chrome"</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 "Custom Dockerfile" 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 "dev image" 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 "in-development" 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_mojV" id="slack-integration">Slack integration<a class="hash-link" href="#slack-integration" title="Direct link to heading"></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 "OAuth & Permissions" 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 "OAuth and Permissions" section, click "install to workspace".</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 "Bot User OAuth Access Token" 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 '#' e.g. use <code>alerts</code> instead of <code>#alerts</code>.</p><h4 class="anchor anchorWithStickyNavbar_mojV" id="kubernetes-specific">Kubernetes-specific<a class="hash-link" href="#kubernetes-specific" title="Direct link to heading"></a></h4><ul><li>You must have a <code>celery beat</code> pod running. If you'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_mojV" id="docker-compose-specific">Docker-compose specific<a class="hash-link" href="#docker-compose-specific" title="Direct link to heading"></a></h4><h5 class="anchor anchorWithStickyNavbar_mojV" id="you-must-have-in-your-docker-composeyml">You must have in your <code>docker-compose.yml</code><a class="hash-link" href="#you-must-have-in-your-docker-composeyml" title="Direct link to heading"></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_mojV" id="detailed-config">Detailed config<a class="hash-link" href="#detailed-config" title="Direct link to heading"></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="codeBlockContainer_I0IT language-python theme-code-block"><div class="codeBlockContent_wNvx python"><pre tabindex="0" class="prism-code language-python codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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">"ALERT_REPORTS"</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">"redis-superset"</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">"6379"</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" style="color:#e3116c">'redis://%s:%s/0'</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">REDIS_HOST</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> REDIS_PORT</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"> 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 string" style="color:#e3116c">'superset.sql_lab'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"superset.tasks"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"superset.tasks.thumbnails"</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"> result_backend </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'redis://%s:%s/0'</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">REDIS_HOST</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> REDIS_PORT</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"> 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">'sql_lab.get_sql_results'</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">'rate_limit'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'100/s'</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">'email_reports.send'</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">'rate_limit'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'1/s'</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">'time_limit'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">600</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">'soft_time_limit'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">600</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">'ignore_result'</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 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">'reports.scheduler'</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">'task'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'reports.scheduler'</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">'schedule'</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">'*'</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">'*'</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">'reports.prune_log'</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">'task'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'reports.prune_log'</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">'schedule'</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">"xoxb-"</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">"smtp.sendgrid.net"</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">"your_user"</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># use the empty string "" 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">"your_password"</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># use the empty string "" 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">"noreply@youremail.com"</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">"[Superset] "</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># optional - overwrites default value in config.py of "[Report] "</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">"chrome"</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">"--force-device-scale-factor=2.0"</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">"--high-dpi-support=2.0"</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">"--headless"</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">"--disable-gpu"</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">"--disable-dev-shm-usage"</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">"--no-sandbox"</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">"--disable-setuid-sandbox"</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">"--disable-extensions"</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">"http://superset:8088"</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">"http://localhost:8088"</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>You also need
@@ -58,6 +58,6 @@
<a href="https://apache.org/licenses/" target="_blank" rel="noreferrer">License</a>
</small></div></div></div></footer></div>
<script src="/assets/js/runtime~main.fafaad21.js"></script>
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diff --git a/docs/installation/async-queries-celery/index.html b/docs/installation/async-queries-celery/index.html
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id="async-queries-via-celery">Async Queries via Celery<a class="hash-link" href="#async-queries-via-celery" title="Direct link to heading"></a></h2><h3 class="anchor anchorWithStickyNavbar_mojV" id="celery">Celery<a class="hash-link" href="#celery" title="Direct link to heading"></a></h3><p>On large analytic databases, it’s common to run queries that execute for minutes or hours. 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class="col docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Installation and Configuration</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/installation/async-queries-celery">Async Queries via Celery</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="async-queries-via-celery">Async Queries via Celery<a class="hash-link" href="#async-queries-via-celery" title="Direct link to heading"></a></h2><h3 class="anchor anchorWithStickyNavbar_mojV" id="celery">Celery<a class="hash-link" href="#celery" title="Direct link to heading"></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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target="_blank" rel="noopener noreferrer">Flask-Caching</a> for caching purposes.
Flask-Caching supports various caching backends, including Redis (recommended), Memcached,
SimpleCache (in-memory), or the local filesystem.
<a href="https://flask-caching.readthedocs.io/en/latest/#custom-cache-backends" target="_blank" rel="noopener noreferrer">Custom cache backends</a>
@@ -49,6 +49,6 @@
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diff --git a/docs/installation/configuring-superset/index.html b/docs/installation/configuring-superset/index.html
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class="col docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Installation and Configuration</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/installation/configuring-superset">Configuring Superset</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="configuring-superset">Configuring Superset<a class="hash-link" href="#configuring-superset" title="Direct link to heading"></a></h2><h3 class="anchor anchorWithStickyNavbar_mojV" id="configuration">Configuration<a class="hash-link" href="#configuration" title="Direct link to heading"></a></h3><p>To configure your application, you need to create a file <code>superset_config.py</code> and add it to your
<code>PYTHONPATH</code>. If your application was installed using docker-compose an alternative configuration is required. 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>Here are some of the parameters you can set in that file:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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">SUPERSET_WEBSERVER_PORT = 8088</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"># You can generate a strong key using `openssl rand -base64 42`</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">SECRET_KEY = 'YOUR_OWN_RANDOM_GENERATED_SECRET_KEY'</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">SQLALCHEMY_DATABASE_URI = 'sqlite:////path/to/superset.db'</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 = ''</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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
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id="event-logging">Event Logging<a class="hash-link" href="#event-logging" title="Direct link to heading"></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 > 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="col docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Installation and Configuration</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/installation/installing-superset-from-scratch">Installing From Scratch</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="installing-superset-from-scratch">Installing Superset from Scratch<a class="hash-link" href="#installing-superset-from-scratch" title="Direct link to heading"></a></h2><h3 class="anchor anchorWithStickyNavbar_mojV" id="os-dependencies">OS Dependencies<a class="hash-link" href="#os-dependencies" title="Direct link to heading"></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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>In Ubuntu 20.04 the following command will ensure that the required dependencies are installed:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>Also, on CentOS, you may need to upgrade pip for the install to work:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">pip3 install --upgrade pip</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p><strong>Mac OS X</strong></p><p>If you're not on the latest version of OS X, we recommend upgrading because we'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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computer. Superset does not have official support for Windows, so we have provided a VM workaround
below.</p><h3 class="anchor anchorWithStickyNavbar_mojV" id="1-install-a-docker-engine-and-docker-compose">1. Install a Docker Engine and Docker Compose<a class="hash-link" href="#1-install-a-docker-engine-and-docker-compose" title="Direct link to heading"></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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<a href="https://apache.org/licenses/" target="_blank" rel="noreferrer">License</a>
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markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="additional-networking-settings">Additional Networking Settings<a class="hash-link" href="#additional-networking-settings" title="Direct link to heading"></a></h2><h3 class="anchor anchorWithStickyNavbar_mojV" id="cors">CORS<a class="hash-link" href="#cors" title="Direct link to heading"></a></h3><p>To configure CORS, or cross-origin resource sharing, the following dependency must be installed:</p><div class="codeBlockContainer_I0IT language-python theme-code-block"><div class="codeBlockContent_wNvx python"><pre tabindex="0" class="prism-code language-python codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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="col docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Installation and Configuration</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/installation/networking-settings">Additional Networking Settings</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="additional-networking-settings">Additional Networking Settings<a class="hash-link" href="#additional-networking-settings" title="Direct link to heading"></a></h2><h3 class="anchor anchorWithStickyNavbar_mojV" id="cors">CORS<a class="hash-link" href="#cors" title="Direct link to heading"></a></h3><p>To configure CORS, or cross-origin resource sharing, the following dependency must be installed:</p><div class="codeBlockContainer_I0IT language-python theme-code-block"><div class="codeBlockContent_wNvx python"><pre tabindex="0" class="prism-code language-python codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_mojV" id="domain-sharding">Domain Sharding<a class="hash-link" href="#domain-sharding" title="Direct link to heading"></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,
@@ -40,6 +40,6 @@
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diff --git a/docs/installation/running-on-kubernetes/index.html b/docs/installation/running-on-kubernetes/index.html
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class="anchor anchorWithStickyNavbar_mojV" id="running-on-kubernetes">Running on Kubernetes<a class="hash-link" href="#running-on-kubernetes" title="Direct link to heading"></a></h2><p>Running 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_mojV" id="prerequisites">Prerequisites<a class="hash-link" href="#prerequisites" title="Direct link to heading"></a></h3><ul><li>A Kubernetes cluster</li><li>Helm installed</li></ul><h3 class="anchor anchorWithStickyNavbar_mojV" id="running">Running<a class="hash-link" href="#running" title="Direct link to heading"></a></h3><ol><li>Add the Superset helm repository</li></ol><div class="codeBlockContainer_I0IT language-sh theme-code-block"><div class="codeBlockContent_wNvx sh"><pre tabindex="0" class="prism-code language-sh codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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">"superset" has been added to your repositories</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><ol start="2"><li>View charts in repo</li></ol><div class="codeBlockContainer_I0IT language-sh theme-code-block"><div class="codeBlockContent_wNvx sh"><pre tabindex="0" class="prism-code language-sh codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><ol start="3"><li>Configure your setting overrides</li></ol><p>Just like any typical Helm chart, you'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="codeBlockContainer_I0IT language-sh theme-code-block"><div class="codeBlockContent_wNvx sh"><pre tabindex="0" class="prism-code language-sh codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>You should see various pods popping up, such as:</p><div class="codeBlockContainer_I0IT language-sh theme-code-block"><div class="codeBlockContent_wNvx sh"><pre tabindex="0" class="prism-code language-sh codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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's port into your localhost</li></ul><p>Depending how you configured external access, the URL will vary. Once you'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_mojV" id="important-settings">Important settings<a class="hash-link" href="#important-settings" title="Direct link to heading"></a></h3><h4 class="anchor anchorWithStickyNavbar_mojV" id="security-settings">Security settings<a class="hash-link" href="#security-settings" title="Direct link to heading"></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="codeBlockContainer_I0IT language-yaml theme-code-block"><div class="codeBlockContent_wNvx yaml"><pre tabindex="0" class="prism-code language-yaml codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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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docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Installation and Configuration</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/installation/running-on-kubernetes">Running on Kubernetes</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="running-on-kubernetes">Running on Kubernetes<a class="hash-link" href="#running-on-kubernetes" title="Direct link to heading"></a></h2><p>Running 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_mojV" id="prerequisites">Prerequisites<a class="hash-link" href="#prerequisites" title="Direct link to heading"></a></h3><ul><li>A Kubernetes cluster</li><li>Helm installed</li></ul><h3 class="anchor anchorWithStickyNavbar_mojV" id="running">Running<a class="hash-link" href="#running" title="Direct link to heading"></a></h3><ol><li>Add the Superset helm repository</li></ol><div class="codeBlockContainer_I0IT language-sh theme-code-block"><div class="codeBlockContent_wNvx sh"><pre tabindex="0" class="prism-code language-sh codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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">"superset" has been added to your repositories</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><ol start="2"><li>View charts in repo</li></ol><div class="codeBlockContainer_I0IT language-sh theme-code-block"><div class="codeBlockContent_wNvx sh"><pre tabindex="0" class="prism-code language-sh codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><ol start="3"><li>Configure your setting overrides</li></ol><p>Just like any typical Helm chart, you'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="codeBlockContainer_I0IT language-sh theme-code-block"><div class="codeBlockContent_wNvx sh"><pre tabindex="0" class="prism-code language-sh codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>You should see various pods popping up, such as:</p><div class="codeBlockContainer_I0IT language-sh theme-code-block"><div class="codeBlockContent_wNvx sh"><pre tabindex="0" class="prism-code language-sh codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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's port into your localhost</li></ul><p>Depending how you configured external access, the URL will vary. Once you'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_mojV" id="important-settings">Important settings<a class="hash-link" href="#important-settings" title="Direct link to heading"></a></h3><h4 class="anchor anchorWithStickyNavbar_mojV" id="security-settings">Security settings<a class="hash-link" href="#security-settings" title="Direct link to heading"></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="codeBlockContainer_I0IT language-yaml theme-code-block"><div class="codeBlockContent_wNvx yaml"><pre tabindex="0" class="prism-code language-yaml codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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="codeBlockContainer_I0IT language-yaml theme-code-block"><div class="codeBlockContent_wNvx yaml"><pre tabindex="0" class="prism-code language-yaml codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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 = 'YOUR_OWN_RANDOM_GENERATED_SECRET_KEY'</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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="codeBlockContainer_I0IT language-yaml theme-code-block"><div class="codeBlockContent_wNvx yaml"><pre tabindex="0" class="prism-code language-yaml codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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 = 'YOUR_PREVIOUS_SECRET_KEY'</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> SECRET_KEY = 'YOUR_OWN_RANDOM_GENERATED_SECRET_KEY'</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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><h4 class="anchor anchorWithStickyNavbar_mojV" id="dependencies">Dependencies<a class="hash-link" href="#dependencies" title="Direct link to heading"></a></h4><p>Install additional packages and do any other bootstrap configuration in the bootstrap script.
For production clusters it's recommended to build own image with this step done in CI.</p><div class="admonition admonition-note alert alert--secondary"><div class="admonition-heading"><h5><span class="admonition-icon"><svg xmlns="http://www.w3.org/2000/svg" width="14" height="16" 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</h5></div><div class="admonition-content"><p>Superset requires a Python DB-API database driver and a SQLAlchemy
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class="col docItemCol_DM6M"><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/">🏠</a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Installation and Configuration</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/installation/sql-templating">SQL Templating</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="sql-templating">SQL Templating<a class="hash-link" href="#sql-templating" title="Direct link to heading"></a></h2><h3 class="anchor 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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
@@ -64,6 +64,6 @@
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diff --git a/docs/installation/upgrading-superset/index.html b/docs/installation/upgrading-superset/index.html
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Superset<a class="hash-link" href="#upgrading-superset" title="Direct link to heading"></a></h2><h3 class="anchor anchorWithStickyNavbar_mojV" id="docker-compose">Docker Compose<a class="hash-link" href="#docker-compose" title="Direct link to heading"></a></h3><p>First make sure to wind down the running containers in Docker Compose:</p><div class="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx bash"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">docker-compose down</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>Then, update the folder that mirrors the <code>superset</code> repo through git:</p><div class="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx bash"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>Then, restart the containers and any changed Docker images will be automatically pulled down:</p><div class="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx bash"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">docker-compose up</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><h3 class="anchor anchorWithStickyNavbar_mojV" id="updating-superset-manually">Updating Superset Manually<a class="hash-link" href="#updating-superset-manually" title="Direct link to heading"></a></h3><p>To upgrade superset in a native installation, run the following commands:</p><div class="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx bash"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>While upgrading superset should not delete your charts and dashboards, we recommend following best
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class="anchor anchorWithStickyNavbar_mojV" id="docker-compose">Docker Compose<a class="hash-link" href="#docker-compose" title="Direct link to heading"></a></h3><p>First make sure to wind down the running containers in Docker Compose:</p><div class="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx bash"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">docker-compose down</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>Then, update the folder that mirrors the <code>superset</code> repo through git:</p><div class="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx bash"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>Then, restart the containers and any changed Docker images will be automatically pulled down:</p><div class="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx bash"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">docker-compose up</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><h3 class="anchor anchorWithStickyNavbar_mojV" id="updating-superset-manually">Updating Superset Manually<a class="hash-link" href="#updating-superset-manually" title="Direct link to heading"></a></h3><p>To upgrade superset in a native installation, run the following commands:</p><div class="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx bash"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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_dcUD" 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_foO9"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><div class="pagination-nav__item"><a class="pagination-nav__link" href="/docs/installation/event-logging"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Event Logging</div></a></div><div class="pagination-nav__item pagination-nav__item--next"><a class="pagination-nav__link" href="/docs/installation/async-queries-celery"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Async Queries via Celery</div></a></div></nav></div></div><div class="col col--3"><div class="tableOfContents_cNA8 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 footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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It
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class="breadcrumbs__item"><span class="breadcrumbs__link breadcrumbsItemLink_e5ie">Miscellaneous</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/miscellaneous/chart-params">Chart Parameters Reference</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="chart-parameters">Chart Parameters<a class="hash-link" href="#chart-parameters" title="Direct link to heading"></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_mojV" id="datasource--chart-type">Datasource & Chart Type<a class="hash-link" href="#datasource--chart-type" title="Direct link to heading"></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><datasouce_id>__<datasource_type></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_mojV" id="time">Time<a class="hash-link" href="#time" title="Direct link to heading"></a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>druid_time_origin</code></td><td><em>string</em></td><td>The Druid <strong>Origin</strong> widget</td></tr><tr><td><code>granularity</code></td><td><em>string</em></td><td>The Druid <strong>Time Granularity</strong> widget</td></tr><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_mojV" id="group-by">GROUP BY<a class="hash-link" href="#group-by" title="Direct link to heading"></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_mojV" id="not-grouped-by">NOT GROUPED BY<a class="hash-link" href="#not-grouped-by" title="Direct link to heading"></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_mojV" id="y-axis-1">Y Axis 1<a class="hash-link" href="#y-axis-1" title="Direct link to heading"></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_mojV" id="y-axis-2">Y Axis 2<a class="hash-link" href="#y-axis-2" title="Direct link to heading"></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_mojV" id="query">Query<a class="hash-link" href="#query" title="Direct link to heading"></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_mertics</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_mojV" id="chart-options">Chart Options<a class="hash-link" href="#chart-options" title="Direct link to heading"></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_mojV" id="y-axis">Y Axis<a class="hash-link" href="#y-axis" title="Direct link to heading"></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_mojV" id="other">Other<a class="hash-link" href="#other" title="Direct link to heading"></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_mojV" id="unclassified">Unclassified<a class="hash-link" href="#unclassified" title="Direct link to heading"></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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breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/miscellaneous/chart-params">Chart Parameters Reference</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="chart-parameters">Chart Parameters<a class="hash-link" href="#chart-parameters" title="Direct link to heading"></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_mojV" id="datasource--chart-type">Datasource & Chart Type<a class="hash-link" href="#datasource--chart-type" title="Direct link to heading"></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><datasouce_id>__<datasource_type></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_mojV" id="time">Time<a class="hash-link" href="#time" title="Direct link to heading"></a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>druid_time_origin</code></td><td><em>string</em></td><td>The Druid <strong>Origin</strong> widget</td></tr><tr><td><code>granularity</code></td><td><em>string</em></td><td>The Druid <strong>Time Granularity</strong> widget</td></tr><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_mojV" id="group-by">GROUP BY<a class="hash-link" href="#group-by" title="Direct link to heading"></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_mojV" id="not-grouped-by">NOT GROUPED BY<a class="hash-link" href="#not-grouped-by" title="Direct link to heading"></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_mojV" id="y-axis-1">Y Axis 1<a class="hash-link" href="#y-axis-1" title="Direct link to heading"></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_mojV" id="y-axis-2">Y Axis 2<a class="hash-link" href="#y-axis-2" title="Direct link to heading"></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_mojV" id="query">Query<a class="hash-link" href="#query" title="Direct link to heading"></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_mertics</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_mojV" id="chart-options">Chart Options<a class="hash-link" href="#chart-options" title="Direct link to heading"></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_mojV" id="y-axis">Y Axis<a class="hash-link" href="#y-axis" title="Direct link to heading"></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_mojV" id="other">Other<a class="hash-link" href="#other" title="Direct link to heading"></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_mojV" id="unclassified">Unclassified<a class="hash-link" href="#unclassified" title="Direct link to heading"></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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<a href="https://en.wikipedia.org/wiki/ISO_3166-2" target="_blank" rel="noopener noreferrer">ISO-3166-2</a> codes of your country's
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Datasources include
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breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/miscellaneous/importing-exporting-datasources">Importing and Exporting Datasources</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_mojV" id="importing-and-exporting-datasources">Importing and Exporting Datasources<a class="hash-link" href="#importing-and-exporting-datasources" title="Direct link to heading"></a></h2><p>The superset cli allows you to import and export datasources from and to YAML. Datasources include
both databases and druid clusters. The data is expected to be organized in the following hierarchy:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><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><span class="token-line" style="color:#393A34"><span class="token plain">└──druid_clusters</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> ├──cluster_1</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> | ├──datasource_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 datasources)</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> └── ... (more clusters)</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><h3 class="anchor anchorWithStickyNavbar_mojV" id="exporting-datasources-to-yaml">Exporting Datasources to YAML<a class="hash-link" href="#exporting-datasources-to-yaml" title="Direct link to heading"></a></h3><p>You can print your current datasources to stdout by running:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">superset export_datasources</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>To save your datasources to a file run:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">superset export_datasources -f <filename></span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></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 -> Databases</strong> to export all tables associated to a single or multiple databases.
(<strong>Tables</strong> for one or more tables, <strong>Druid Clusters</strong> for clusters, <strong>Druid Datasources</strong> for
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breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/miscellaneous/issue-codes">Issue Codes</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h1>Issue Code Reference</h1><p>This page lists issue codes that may be displayed in
Superset and provides additional context.</p><h2 class="anchor anchorWithStickyNavbar_mojV" id="issue-1000">Issue 1000<a class="hash-link" href="#issue-1000" title="Direct link to heading"></a></h2><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#393A34"><span class="token plain">The datasource is too large to query.</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_wuS7 clean-btn">Copy</button></div></div><p>It'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
@@ -60,6 +60,6 @@
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diff --git a/docs/security/index.html b/docs/security/index.html
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breadcrumbs__item--active"><a class="breadcrumbs__link breadcrumbsItemLink_e5ie" href="/docs/security">Security</a></li></ul></nav><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><h3 class="anchor anchorWithStickyNavbar_mojV" id="roles">Roles<a class="hash-link" href="#roles" title="Direct link to heading"></a></h3><p>Security in Superset is handled by Flask AppBuilder (FAB), an application development framework
built on top of Flask. FAB provides authentication, user management, permissions and roles.
Please read its <a href="https://flask-appbuilder.readthedocs.io/en/latest/security.html" target="_blank" rel="noopener noreferrer">Security documentation</a>.</p><h3 class="anchor anchorWithStickyNavbar_mojV" id="provided-roles">Provided Roles<a class="hash-link" href="#provided-roles" title="Direct link to heading"></a></h3><p>Superset ships with a set of roles that are handled by Superset itself. You can assume
that these roles will stay up-to-date as Superset evolves (and as you update Superset versions).</p><p>Even though <strong>Admin</strong> users have the ability, we don't recommend altering the
@@ -105,6 +105,6 @@
<a href="https://apache.org/licenses/" target="_blank" rel="noreferrer">License</a>
</small></div></div></div></footer></div>
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diff --git a/index.html b/index.html
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<link rel="search" type="application/opensearchdescription+xml" title="Superset" href="/opensearch.xml">
<script src="/script/matomo.js"></script><title data-rh="true">Welcome | Superset</title><meta data-rh="true" property="og:title" content="Welcome | Superset"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" name="description" content="Community website for Apache Superset, a data visualization and data exploration platform"><meta data-rh="true" property="og:description" content="Community website for Apache Superset, a data visualization and data exploration platform"><meta data-rh="true" property="og:url" content="https://superset.apache.org/"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docusaurus_tag" content="default"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docsearch:docusaurus_tag" content="default"><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://superset.apache.org/"><link data-rh="true" rel="alternate" href="https://superset.apache.org/" hreflang="en"><link data-rh="true" rel="alternate" href="https://superset.apache.org/" hreflang="x-default"><link data-rh="true" rel="preconnect" href="https://WR5FASX5ED-dsn.algolia.net" crossorigin="anonymous"><script data-rh="true">function maybeInsertBanner(){window.__DOCUSAURUS_INSERT_BASEURL_BANNER&&insertBanner()}function insertBanner(){var n=document.getElementById("docusaurus-base-url-issue-banner-container");if(n){n.innerHTML='\n<div id="docusaurus-base-url-issue-banner" style="border: thick solid red; background-color: rgb(255, 230, 179); margin: 20px; padding: 20px; font-size: 20px;">\n <p style="font-weight: bold; font-size: 30px;">Your Docusaurus site did not load properly.</p>\n <p>A very common reason is a wrong site <a href="https://docusaurus.io/docs/docusaurus.config.js/#baseurl" style="font-weight: bold;">baseUrl configuration</a>.</p>\n <p>Current configured baseUrl = <span style="font-weight: bold; color: red;">/</span> (default value)</p>\n <p>We suggest trying baseUrl = <span id="docusaurus-base-url-issue-banner-suggestion-container" style="font-weight: bold; color: green;"></span></p>\n</div>\n';var e=document.getElementById("docusaurus-base-url-issue-banner-suggestion-container"),s=window.location.pathname,r="/"===s.substr(-1)?s:s+"/";e.innerHTML=r}}window.__DOCUSAURUS_INSERT_BASEURL_BANNER=!0,document.addEventListener("DOMContentLoaded",maybeInsertBanner)</script><link rel="stylesheet" href="/assets/css/styles.ba1779ef.css">
<link rel="preload" href="/assets/js/runtime~main.fafaad21.js" as="script">
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17.9 25.7 37.4 35 58.4 15.9 35.8 24 73.9 24 113.1 0 74.9-29.5 145.4-83 198.4z"></path></svg></span></div><div class="featureText"><h3>Powerful yet easy to use</h3>
+<div id="docusaurus-base-url-issue-banner-container"></div><div role="region"><a href="#" class="skipToContent_ZgBM">Skip to main content</a></div><nav class="navbar navbar--fixed-top"><div class="navbar__inner"><div class="navbar__items"><button aria-label="Navigation bar toggle" class="navbar__toggle clean-btn" type="button" tabindex="0"><svg width="30" height="30" viewBox="0 0 30 30" aria-hidden="true"><path stroke="currentColor" stroke-linecap="round" stroke-miterlimit="10" stroke-width="2" d="M4 7h22M4 15h22M4 23h22"></path></svg></button><a class="navbar__brand" href="/"><div class="navbar__logo"><img src="/img/superset-logo-horiz.svg" alt="Superset Logo" class="themedImage_W2Cr themedImage--light_TfLj"><img src="/img/superset-logo-horiz-dark.svg" alt="Superset Logo" class="themedImage_W2Cr themedImage--dark_oUvU"></div></a><div class="navbar__item dropdown dropdown--hoverable"><a href="#" class="navbar__link">Documentation</a><ul class="dropdown__menu"><li><a 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class="navbar-sidebar__backdrop"></div></nav><div class="main-wrapper"><style data-emotion-css="pnll7h">.css-pnll7h{text-align:center;}.css-pnll7h .alert-color{color:#FCC700;}.css-pnll7h .error-color{color:#E04355;}.css-pnll7h .warning-color{color:#FF7F44;}.css-pnll7h .info-color{color:#66BCFE;}.css-pnll7h .success-color{color:#5AC189;}.css-pnll7h .secondary-color{color:#444E7C;}.css-pnll7h .info-text{font-size:32px;font-weight:normal;max-width:600px;margin:auto;}.css-pnll7h .info-text-smaller{font-size:24px;max-width:800px;}</style><main class="css-pnll7h"><style data-emotion-css="1odrv5i">.css-1odrv5i{position:relative;padding-top:60px;padding-bottom:80px;padding-left:20px;padding-right:20px;background-image:url('img/data-point.jpg');background-size:cover;background-position-x:right;}.css-1odrv5i .github-section{margin-bottom:40px;margin-top:40px;}.css-1odrv5i .github-section .github-button{margin:5px;}.css-1odrv5i .logo-horiz{margin-top:20px;margin-bottom:20px;width:600px;max-width:100%;}@media (max-width:1200px){.css-1odrv5i .logo-horiz{width:550px;}}@media (max-width:992px){.css-1odrv5i .logo-horiz{width:450px;}}@media (max-width:768px){.css-1odrv5i .logo-horiz{width:425px;}}@media (max-width:576px){.css-1odrv5i .logo-horiz{width:400px;}}.css-1odrv5i .alert{color:#0c5460;background-color:#d1ecf1;border-color:#bee5eb;max-width:600px;margin:0 auto;padding:0.75rem 1.25rem;margin-top:83px;border:1px solid transparent;border-radius:0.25rem;}</style><div class="css-1odrv5i"><img class="logo-horiz" src="img/superset-logo-horiz-apache.svg" alt="logo-horiz"><div class="info-text">Apache Superset is a modern data exploration and visualization platform</div><div class="github-section"><span class="github-button"><span><a href="https://github.com/apache/superset" data-size="large" data-show-count="true" aria-label="Star apache/superset on GitHub">Star</a></span></span><span class="github-button"><span><a 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.featureText{color:#000000;font-size:16px;}.css-bga4v4 .featureList .feature .featureText strong{font-size:22px;}.css-bga4v4 .heading{font-size:22px;margin:0 auto;text-align:center;}</style><div class="css-bga4v4"><style data-emotion-css="bnqcge">.css-bnqcge{font-size:55px;text-align:center;}</style><h2 class="css-bnqcge">Overview</h2><div class="info-text info-text-smaller">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.</div><ul class="featureList ant-row"><div class="ant-row"><div class="ant-col ant-col-sm-24 ant-col-md-12"><li class="feature"><div class="imagePlaceHolder"><span role="img" aria-label="fire" class="anticon anticon-fire warning-color"><svg viewBox="64 64 896 896" focusable="false" data-icon="fire" width="1em" height="1em" fill="currentColor" aria-hidden="true"><path d="M834.1 469.2A347.49 347.49 0 00751.2 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17.9 25.7 37.4 35 58.4 15.9 35.8 24 73.9 24 113.1 0 74.9-29.5 145.4-83 198.4z"></path></svg></span></div><div class="featureText"><h3>Powerful yet easy to use</h3>
Quickly and easily integrate and explore your data, using
either our simple no-code viz builder or state of the art SQL
IDE.
@@ -47,6 +47,6 @@
<a href="https://apache.org/licenses/" target="_blank" rel="noreferrer">License</a>
</small></div></div></div></footer></div>
<script src="/assets/js/runtime~main.fafaad21.js"></script>
-<script src="/assets/js/main.d7b7e55a.js"></script>
+<script src="/assets/js/main.4e8d579c.js"></script>
</body>
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diff --git a/markdown-page/index.html b/markdown-page/index.html
index da5d109..1bc596b 100644
--- a/markdown-page/index.html
+++ b/markdown-page/index.html
@@ -14,11 +14,11 @@
<link rel="search" type="application/opensearchdescription+xml" title="Superset" href="/opensearch.xml">
<script src="/script/matomo.js"></script><title data-rh="true">Superset</title><meta data-rh="true" property="og:title" content="Superset"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" name="description" content="<!--"><meta data-rh="true" property="og:description" content="<!--"><meta data-rh="true" property="og:url" content="https://superset.apache.org/markdown-page"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docusaurus_tag" content="default"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docsearch:docusaurus_tag" content="default"><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://superset.apache.org/markdown-page"><link data-rh="true" rel="alternate" href="https://superset.apache.org/markdown-page" hreflang="en"><link data-rh="true" rel="alternate" href="https://superset.apache.org/markdown-page" hreflang="x-default"><link data-rh="true" rel="preconnect" href="https://WR5FASX5ED-dsn.algolia.net" crossorigin="anonymous"><link rel="stylesheet" href="/assets/css/styles.ba1779ef.css">
<link rel="preload" href="/assets/js/runtime~main.fafaad21.js" as="script">
-<link rel="preload" href="/assets/js/main.d7b7e55a.js" as="script">
+<link rel="preload" href="/assets/js/main.4e8d579c.js" as="script">
</head>
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<small>Apache Superset, Apache, Superset, the Superset logo, and the Apache feather logo are either registered trademarks or trademarks of The Apache Software Foundation. All other products or name brands are trademarks of their respective holders, including The Apache Software Foundation.
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diff --git a/search/index.html b/search/index.html
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