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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Frequently Asked Questions</span><meta itemprop="position" content="1"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="frequently-asked-questions">Frequently Asked Questions<a href="#frequently-asked-questions" class="hash-link" aria-label="Direct link to Frequently Asked Questions" title="Direct link to Frequently Asked Questions"></a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="how-big-of-a-dataset-can-superset-handle">How big of a dataset can Superset handle?<a href="#how-big-of-a-dataset-can-superset-handle" class="hash-link" aria-label="Direct link to How big of a dataset can Superset handle?" title="Direct link to How big of a dataset can Superset handle?"></a></h3><p>Superset can work with even gigantic databases! Superset acts as a thin layer above your underlying |
| databases or data engines, which do all the processing. Superset simply visualizes the results of |
| the query.</p><p>The key to achieving acceptable performance in Superset is whether your database can execute queries |
| and return results at a speed that is acceptable to your users. If you experience slow performance with |
| Superset, benchmark and tune your data warehouse.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="what-are-the-computing-specifications-required-to-run-superset">What are the computing specifications required to run Superset?<a href="#what-are-the-computing-specifications-required-to-run-superset" class="hash-link" aria-label="Direct link to What are the computing specifications required to run Superset?" title="Direct link to What are the computing specifications required to run Superset?"></a></h3><p>The specs of your Superset installation depend on how many users you have and what their activity is, not |
| on the size of your data. Superset admins in the community have reported 8GB RAM, 2vCPUs as adequate to |
| run a moderately-sized instance. To develop Superset, e.g., compile code or build images, you may |
| need more power.</p><p>Monitor your resource usage and increase or decrease as needed. Note that Superset usage has a tendency |
| to occur in spikes, e.g., if everyone in a meeting loads the same dashboard at once.</p><p>Superset's application metadata does not require a very large database to store it, though |
| the log file grows over time.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="can-i-join--query-multiple-tables-at-one-time">Can I join / query multiple tables at one time?<a href="#can-i-join--query-multiple-tables-at-one-time" class="hash-link" aria-label="Direct link to Can I join / query multiple tables at one time?" title="Direct link to Can I join / query multiple tables at one time?"></a></h3><p>Not in the Explore or Visualization UI. A Superset SQLAlchemy datasource can only be a single table |
| or a view.</p><p>When working with tables, the solution would be to create 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 abstracts an arbitrary SQL queries as a virtual table. This can |
| allow you to join and union multiple tables and to apply some transformation using arbitrary SQL |
| expressions. The limitation there is your database performance, as Superset effectively will run a |
| query on top of your query (view). A good practice may be to limit yourself to joining your main |
| large table to one or many small tables only, and avoid using <em>GROUP BY</em> where possible as Superset |
| will do its own <em>GROUP BY</em> and doing the work twice might slow down performance.</p><p>Whether you use a table or a view, performance depends on how fast your database can deliver |
| the result to users interacting with Superset.</p><p>However, if you are using SQL Lab, there is no such limitation. You can write SQL queries to join |
| multiple tables as long as your database account has access to the tables.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="how-do-i-create-my-own-visualization">How do I create my own visualization?<a href="#how-do-i-create-my-own-visualization" class="hash-link" aria-label="Direct link to How do I create my own visualization?" title="Direct link to How do I create my own visualization?"></a></h3><p>We recommend reading the instructions in |
| <a href="/docs/contributing/creating-viz-plugins">Creating Visualization Plugins</a>.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="can-i-upload-and-visualize-csv-data">Can I upload and visualize CSV data?<a href="#can-i-upload-and-visualize-csv-data" class="hash-link" aria-label="Direct link to Can I upload and visualize CSV data?" title="Direct link to Can I upload and visualize CSV data?"></a></h3><p>Absolutely! Read the instructions <a href="/docs/creating-charts-dashboards/exploring-data">here</a> to learn |
| how to enable and use CSV upload.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="why-are-my-queries-timing-out">Why are my queries timing out?<a href="#why-are-my-queries-timing-out" class="hash-link" aria-label="Direct link to Why are my queries timing out?" title="Direct link to Why are my queries timing out?"></a></h3><p>There are many reasons may cause long query timing out.</p><p>For running long query from Sql Lab, by default Superset allows it run as long as 6 hours before it |
| being killed by celery. If you want to increase the time for running query, you can specify the |
| timeout in configuration. For example:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">SQLLAB_ASYNC_TIME_LIMIT_SEC = 60 * 60 * 6</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If you are seeing timeouts (504 Gateway Time-out) when loading dashboard or explore slice, you are |
| probably behind gateway or proxy server (such as Nginx). If it did not receive a timely response |
| from Superset server (which is processing long queries), these web servers will send 504 status code |
| to clients directly. Superset has a client-side timeout limit to address this issue. If query didn’t |
| come back within client-side timeout (60 seconds by default), Superset will display warning message |
| to avoid gateway timeout message. If you have a longer gateway timeout limit, you can change the |
| timeout settings in <strong>superset_config.py</strong>:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">SUPERSET_WEBSERVER_TIMEOUT = 60</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="why-is-the-map-not-visible-in-the-geospatial-visualization">Why is the map not visible in the geospatial visualization?<a href="#why-is-the-map-not-visible-in-the-geospatial-visualization" class="hash-link" aria-label="Direct link to Why is the map not visible in the geospatial visualization?" title="Direct link to Why is the map not visible in the geospatial visualization?"></a></h3><p>You need to register a free account at <a href="https://www.mapbox.com" target="_blank" rel="noopener noreferrer">Mapbox.com</a>, obtain an API key, and add it |
| to <strong>.env</strong> at the key MAPBOX_API_KEY:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">MAPBOX_API_KEY = "longstringofalphanumer1c"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="how-to-limit-the-timed-refresh-on-a-dashboard">How to limit the timed refresh on a dashboard?<a href="#how-to-limit-the-timed-refresh-on-a-dashboard" class="hash-link" aria-label="Direct link to How to limit the timed refresh on a dashboard?" title="Direct link to How to limit the timed refresh on a dashboard?"></a></h3><p>By default, the dashboard timed refresh feature allows you to automatically re-query every slice on |
| a dashboard according to a set schedule. Sometimes, however, you won’t want all of the slices to be |
| refreshed - especially if some data is slow moving, or run heavy queries. To exclude specific slices |
| from the timed refresh process, add the <code>timed_refresh_immune_slices</code> key to the dashboard JSON |
| Metadata field:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "filter_immune_slices": [],</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "expanded_slices": {},</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "filter_immune_slice_fields": {},</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "timed_refresh_immune_slices": [324]</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>In the example above, if a timed refresh is set for the dashboard, then every slice except 324 will |
| be automatically re-queried on schedule.</p><p>Slice refresh will also be staggered over the specified period. You can turn off this staggering by |
| setting the <code>stagger_refresh</code> to false and modify the stagger period by setting <code>stagger_time</code> to a |
| value in milliseconds in the JSON Metadata field:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "stagger_refresh": false,</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "stagger_time": 2500</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Here, the entire dashboard will refresh at once if periodic refresh is on. The stagger time of 2.5 |
| seconds is ignored.</p><p><strong>Why does ‘flask fab’ or superset freezed/hung/not responding when started (my home directory is |
| NFS mounted)?</strong></p><p>By default, Superset creates and uses an SQLite database at <code>~/.superset/superset.db</code>. SQLite is |
| known to <a href="https://www.sqlite.org/lockingv3.html" target="_blank" rel="noopener noreferrer">not work well if used on NFS</a> due to broken file |
| locking implementation on NFS.</p><p>You can override this path using the <strong>SUPERSET_HOME</strong> environment variable.</p><p>Another workaround is to change where superset stores the sqlite database by adding the following in |
| <code>superset_config.py</code>:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">SQLALCHEMY_DATABASE_URI = 'sqlite:////new/location/superset.db?check_same_thread=false'</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can read more about customizing Superset using the configuration file |
| <a href="/docs/installation/configuring-superset">here</a>.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="what-if-the-table-schema-changed">What if the table schema changed?<a href="#what-if-the-table-schema-changed" class="hash-link" aria-label="Direct link to What if the table schema changed?" title="Direct link to What if the table schema changed?"></a></h3><p>Table schemas evolve, and Superset needs to reflect that. It’s pretty common in the life cycle of a |
| dashboard to want to add a new dimension or metric. To get Superset to discover your new columns, |
| all you have to do is to go to <strong>Data -> Datasets</strong>, click the edit icon next to the dataset |
| whose schema has changed, and hit <strong>Sync columns from source</strong> from the <strong>Columns</strong> tab. |
| Behind the scene, the new columns will get merged. Following this, you may want to re-edit the |
| table afterwards to configure the Columns tab, check the appropriate boxes and save again.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="what-database-engine-can-i-use-as-a-backend-for-superset">What database engine can I use as a backend for Superset?<a href="#what-database-engine-can-i-use-as-a-backend-for-superset" class="hash-link" aria-label="Direct link to What database engine can I use as a backend for Superset?" title="Direct link to What database engine can I use as a backend for Superset?"></a></h3><p>To clarify, the database backend is an OLTP database used by Superset to store its internal |
| information like your list of users and dashboard definitions. While Superset supports a |
| <a href="/docs/databases/installing-database-drivers/">variety of databases as data <em>sources</em></a>, |
| only a few database engines are supported for use as the OLTP backend / metadata store.</p><p>Superset is tested using MySQL, PostgreSQL, and SQLite backends. It’s recommended you install |
| Superset on one of these database servers for production. Installation on other OLTP databases |
| may work but isn’t tested. It has been reported that <a href="https://github.com/apache/superset/issues/18961" target="_blank" rel="noopener noreferrer">Microsoft SQL Server does <em>not</em> |
| work as a Superset backend</a>. Column-store, |
| non-OLTP databases are not designed for this type of workload.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="how-can-i-configure-oauth-authentication-and-authorization">How can I configure OAuth authentication and authorization?<a href="#how-can-i-configure-oauth-authentication-and-authorization" class="hash-link" aria-label="Direct link to How can I configure OAuth authentication and authorization?" title="Direct link to How can I configure OAuth authentication and authorization?"></a></h3><p>You can take a look at this Flask-AppBuilder |
| <a href="https://github.com/dpgaspar/Flask-AppBuilder/blob/master/examples/oauth/config.py" target="_blank" rel="noopener noreferrer">configuration example</a>.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="is-there-a-way-to-force-the-dashboard-to-use-specific-colors">Is there a way to force the dashboard to use specific colors?<a href="#is-there-a-way-to-force-the-dashboard-to-use-specific-colors" class="hash-link" aria-label="Direct link to Is there a way to force the dashboard to use specific colors?" title="Direct link to Is there a way to force the dashboard to use specific colors?"></a></h3><p>It is possible on a per-dashboard basis by providing a mapping of labels to colors in the JSON |
| Metadata attribute using the <code>label_colors</code> key.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "label_colors": {</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "Girls": "#FF69B4",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "Boys": "#ADD8E6"</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> }</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="does-superset-work-with-insert-database-engine-here">Does Superset work with <!-- -->[insert database engine here]<!-- -->?<a href="#does-superset-work-with-insert-database-engine-here" class="hash-link" aria-label="Direct link to does-superset-work-with-insert-database-engine-here" title="Direct link to does-superset-work-with-insert-database-engine-here"></a></h3><p>The <a href="/docs/databases/installing-database-drivers">Connecting to Databases section</a> provides the best |
| overview for supported databases. Database engines not listed on that page may work too. We rely on |
| the community to contribute to this knowledge base.</p><p>For a database engine to be supported in Superset through the SQLAlchemy connector, it requires |
| having a Python compliant <a href="https://docs.sqlalchemy.org/en/13/dialects/" target="_blank" rel="noopener noreferrer">SQLAlchemy dialect</a> as well |
| as a <a href="https://www.python.org/dev/peps/pep-0249/" target="_blank" rel="noopener noreferrer">DBAPI driver</a> defined. Database that have limited |
| SQL support may work as well. For instance it’s possible to connect to Druid through the SQLAlchemy |
| connector even though Druid does not support joins and subqueries. Another key element for a |
| database to be supported is through the Superset Database Engine Specification interface. This |
| interface allows for defining database-specific configurations and logic that go beyond the |
| SQLAlchemy and DBAPI scope. This includes features like:</p><ul><li>date-related SQL function that allow Superset to fetch different time granularities when running |
| time-series queries</li><li>whether the engine supports subqueries. If false, Superset may run 2-phase queries to compensate |
| for the limitation</li><li>methods around processing logs and inferring the percentage of completion of a query</li><li>technicalities as to how to handle cursors and connections if the driver is not standard DBAPI</li></ul><p>Beyond the SQLAlchemy connector, it’s also possible, though much more involved, to extend Superset |
| and write your own connector. The only example of this at the moment is the Druid connector, which |
| is getting superseded by Druid’s growing SQL support and the recent availability of a DBAPI and |
| SQLAlchemy driver. If the database you are considering integrating has any kind of of SQL support, |
| it’s probably preferable to go the SQLAlchemy route. Note that for a native connector to be possible |
| the database needs to have support for running OLAP-type queries and should be able to do things that |
| are typical in basic SQL:</p><ul><li>aggregate data</li><li>apply filters</li><li>apply HAVING-type filters</li><li>be schema-aware, expose columns and types</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="does-superset-offer-a-public-api">Does Superset offer a public API?<a href="#does-superset-offer-a-public-api" class="hash-link" aria-label="Direct link to Does Superset offer a public API?" title="Direct link to Does Superset offer a public API?"></a></h3><p>Yes, a public REST API, and the surface of that API formal is expanding steadily. You can read more about this API and |
| interact with it using Swagger <a href="/docs/api">here</a>.</p><p>Some of the |
| original vision for the collection of endpoints under <strong>/api/v1</strong> was originally specified in |
| <a href="https://github.com/apache/superset/issues/7259" target="_blank" rel="noopener noreferrer">SIP-17</a> and constant progress has been |
| made to cover more and more use cases.</p><p>The API available is documented using <a href="https://swagger.io/" target="_blank" rel="noopener noreferrer">Swagger</a> and the documentation can be |
| made available under <strong>/swagger/v1</strong> by enabling the following flag in <code>superset_config.py</code>:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">FAB_API_SWAGGER_UI = True</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>There are other undocumented <!-- -->[private]<!-- --> ways to interact with Superset programmatically that offer no |
| guarantees and are not recommended but may fit your use case temporarily:</p><ul><li>using the ORM (SQLAlchemy) directly</li><li>using the internal FAB ModelView API (to be deprecated in Superset)</li><li>altering the source code in your fork</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="how-can-i-see-usage-statistics-eg-monthly-active-users">How can I see usage statistics (e.g., monthly active users)?<a href="#how-can-i-see-usage-statistics-eg-monthly-active-users" class="hash-link" aria-label="Direct link to How can I see usage statistics (e.g., monthly active users)?" title="Direct link to How can I see usage statistics (e.g., monthly active users)?"></a></h3><p>This functionality is not included with Superset, but you can extract and analyze Superset's application |
| metadata to see what actions have occurred. By default, user activities are logged in the <code>logs</code> table |
| in Superset's metadata database. One company has published a write-up of <a href="https://engineering.hometogo.com/monitor-superset-usage-via-superset-c7f9fba79525" target="_blank" rel="noopener noreferrer">how they analyzed Superset |
| usage, including example queries</a>.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="what-does-hours-offset-in-the-edit-dataset-view-do">What Does Hours Offset in the Edit Dataset view do?<a href="#what-does-hours-offset-in-the-edit-dataset-view-do" class="hash-link" aria-label="Direct link to What Does Hours Offset in the Edit Dataset view do?" title="Direct link to What Does Hours Offset in the Edit Dataset view do?"></a></h3><p>In the Edit Dataset view, you can specify a time offset. This field lets you configure the |
| number of hours to be added or subtracted from the time column. |
| This can be used, for example, to convert UTC time to local time.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="does-superset-collect-any-telemetry-data">Does Superset collect any telemetry data?<a href="#does-superset-collect-any-telemetry-data" class="hash-link" aria-label="Direct link to Does Superset collect any telemetry data?" title="Direct link to Does Superset collect any telemetry data?"></a></h3><p>Superset uses <a href="https://about.scarf.sh/" target="_blank" rel="noopener noreferrer">Scarf</a> by default to collect basic telemetry data upon installing and/or running Superset. This data helps the maintainers of Superset better understand which versions of Superset are being used, in order to prioritize patch/minor releases and security fixes. |
| We use the <a href="https://docs.scarf.sh/gateway/" target="_blank" rel="noopener noreferrer">Scarf Gateway</a> to sit in front of container registries, the <a href="https://about.scarf.sh/package-sdks" target="_blank" rel="noopener noreferrer">scarf-js</a> package to track <code>npm</code> installations, and a Scarf pixel to gather anonymous analytics on Superset page views. |
| Scarf purges PII and provides aggregated statistics. Superset users can easily opt out of analytics in various ways documented <a href="https://docs.scarf.sh/gateway/#do-not-track" target="_blank" rel="noopener noreferrer">here</a> and <a href="https://docs.scarf.sh/package-analytics/#as-a-user-of-a-package-using-scarf-js-how-can-i-opt-out-of-analytics" target="_blank" rel="noopener noreferrer">here</a>. |
| Superset maintainers can also opt out of telemetry data collection by setting the <code>SCARF_ANALYTICS</code> environment variable to <code>false</code> in the Superset container (or anywhere Superset/webpack are run). |
| Additional opt-out instructions for Docker users are available on the <a href="/docs/installation/installing-superset-using-docker-compose">Docker Installation</a> page.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="does-superset-have-an-archive-panel-or-trash-bin-from-which-a-user-can-recover-deleted-assets">Does Superset have an archive panel or trash bin from which a user can recover deleted assets?<a href="#does-superset-have-an-archive-panel-or-trash-bin-from-which-a-user-can-recover-deleted-assets" class="hash-link" aria-label="Direct link to Does Superset have an archive panel or trash bin from which a user can recover deleted assets?" title="Direct link to Does Superset have an archive panel or trash bin from which a user can recover deleted assets?"></a></h3><p>No. Currently, there is no way to recover a deleted Superset dashboard/chart/dataset/database from the UI. However, there is an <a href="https://github.com/apache/superset/discussions/18386" target="_blank" rel="noopener noreferrer">ongoing discussion</a> about implementing such a feature.</p><p>Hence, it is recommended to take periodic backups of the metadata database. For recovery, you can launch a recovery instance of a Superset server with the backed-up copy of the DB attached and use the Export Dashboard button in the Superset UI (or the <code>superset export-dashboards</code> CLI command). Then, take the .zip file and import it into the current Superset instance.</p><p>Alternatively, you can programmatically take regular exports of the assets as a backup.</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/edit/master/docs/docs/frequently-asked-questions.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/contributing/creating-viz-plugins"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Creating Visualization Plugins</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/security/"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Security</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#frequently-asked-questions" class="table-of-contents__link toc-highlight">Frequently Asked Questions</a><ul><li><a href="#how-big-of-a-dataset-can-superset-handle" class="table-of-contents__link toc-highlight">How big of a dataset can Superset handle?</a></li><li><a href="#what-are-the-computing-specifications-required-to-run-superset" class="table-of-contents__link toc-highlight">What are the computing specifications required to run Superset?</a></li><li><a href="#can-i-join--query-multiple-tables-at-one-time" class="table-of-contents__link toc-highlight">Can I join / query multiple tables at one time?</a></li><li><a href="#how-do-i-create-my-own-visualization" class="table-of-contents__link toc-highlight">How do I create my own visualization?</a></li><li><a href="#can-i-upload-and-visualize-csv-data" class="table-of-contents__link toc-highlight">Can I upload and visualize CSV data?</a></li><li><a href="#why-are-my-queries-timing-out" class="table-of-contents__link toc-highlight">Why are my queries timing out?</a></li><li><a href="#why-is-the-map-not-visible-in-the-geospatial-visualization" class="table-of-contents__link toc-highlight">Why is the map not visible in the geospatial visualization?</a></li><li><a href="#how-to-limit-the-timed-refresh-on-a-dashboard" class="table-of-contents__link toc-highlight">How to limit the timed refresh on a dashboard?</a></li><li><a href="#what-if-the-table-schema-changed" class="table-of-contents__link toc-highlight">What if the table schema changed?</a></li><li><a href="#what-database-engine-can-i-use-as-a-backend-for-superset" class="table-of-contents__link toc-highlight">What database engine can I use as a backend for Superset?</a></li><li><a href="#how-can-i-configure-oauth-authentication-and-authorization" class="table-of-contents__link toc-highlight">How can I configure OAuth authentication and authorization?</a></li><li><a href="#is-there-a-way-to-force-the-dashboard-to-use-specific-colors" class="table-of-contents__link toc-highlight">Is there a way to force the dashboard to use specific colors?</a></li><li><a href="#does-superset-work-with-insert-database-engine-here" class="table-of-contents__link toc-highlight">Does Superset work with insert database engine here?</a></li><li><a href="#does-superset-offer-a-public-api" class="table-of-contents__link toc-highlight">Does Superset offer a public API?</a></li><li><a href="#how-can-i-see-usage-statistics-eg-monthly-active-users" class="table-of-contents__link toc-highlight">How can I see usage statistics (e.g., monthly active users)?</a></li><li><a href="#what-does-hours-offset-in-the-edit-dataset-view-do" class="table-of-contents__link toc-highlight">What Does Hours Offset in the Edit Dataset view do?</a></li><li><a href="#does-superset-collect-any-telemetry-data" class="table-of-contents__link toc-highlight">Does Superset collect any telemetry data?</a></li><li><a href="#does-superset-have-an-archive-panel-or-trash-bin-from-which-a-user-can-recover-deleted-assets" class="table-of-contents__link toc-highlight">Does Superset have an archive panel or trash bin from which a user can recover deleted assets?</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright"> |
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