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<title data-rh="true">Local Development | DataHub</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://docs.datahub.com/docs/developers"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" 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:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="Local Development | DataHub"><meta data-rh="true" name="description" content="Requirements"><meta data-rh="true" property="og:description" content="Requirements"><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.datahub.com/docs/developers"><link data-rh="true" rel="alternate" href="https://docs.datahub.com/docs/developers" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.datahub.com/docs/developers" hreflang="x-default"><link data-rh="true" rel="preconnect" href="https://RK0UG797F3-dsn.algolia.net" crossorigin="anonymous"><link rel="alternate" type="application/rss+xml" href="/learn/rss.xml" title="DataHub RSS Feed">
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<div role="region" aria-label="Skip to main content"><a class="skipToContent_fXgn" href="#__docusaurus_skipToContent_fallback">Skip to main content</a></div><div class="announcementBar_mb4j" style="background-color:transparent;color:#ffffff" role="banner"><div class="content_knG7 announcementBarContent_xLdY"><div class="shimmer-banner"><p>DataHub Secures $35 Million Series B</p><a href="https://datahub.com/news/series-b-announcement/" target="_blank" class="button"><div>Read the announcement<span></span></div></a></div></div></div><nav aria-label="Main" class="navbar navbar--fixed-top"><div class="navbar__inner"><div class="navbar__items"><button aria-label="Toggle navigation bar" aria-expanded="false" class="navbar__toggle clean-btn" type="button"><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 href="https://datahub.com" target="_blank" rel="noopener noreferrer" class="navbar__brand"><div class="navbar__logo"><img src="/img/datahub-logo-color-light-horizontal.svg" alt="DataHub Logo" class="themedImage_ToTc themedImage--light_HNdA"><img src="/img/datahub-logo-color-dark-horizontal.svg" alt="DataHub Logo" class="themedImage_ToTc themedImage--dark_i4oU"></div></a><div class="navbar__item dropdown dropdown--hoverable"><a href="#" aria-haspopup="true" aria-expanded="false" role="button" class="navbar__link versionNavItem_cbn8">Next</a><ul class="dropdown__menu"><li><a aria-current="page" class="dropdown__link dropdown__link--active" href="/docs/developers">Next</a></li><li><a class="dropdown__link" href="/docs/1.1.0/developers">1.1.0</a></li><li><hr class="dropdown-separator" style="margin: 0.4rem;"></li><li><div class="dropdown__link"><b>Archived versions</b></div></li><li>
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color: transparent;
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background-size: 200% 100%;
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background-clip: text;
animation: gradientShift 3s ease infinite;
}
@keyframes gradientShift {
0%, 100% { background-position: 0% 50%; }
50% { background-position: 100% 50%; }
}
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There are a few other quickStart<!-- -->*<!-- --> variants, like quickStartDebugMin, quickStartDebugConsumers</p><p>For each of those variants, there is a corresponding reloadTask.</p><p>For <code>./gradlew quickStartDebugConsumers</code>, the reload command is <code>./gradlew debugConsumersReload</code>
For <code>./gradlew quickStartDebugMin</code>, the reload command is <code>./gradlew debugMinReload</code></p><p>A full restart using <code>./gradlew quickStartDebug</code> is recommended if there are significant changes and the setup/system update containers need to be run again.
For incremental changes, the <code>debugReload*</code> variants can be used.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="using-env-to-configure-settings-of-services-started-by-quickstart">Using .env to configure settings of services started by quickstart<a href="#using-env-to-configure-settings-of-services-started-by-quickstart" class="hash-link" aria-label="Direct link to Using .env to configure settings of services started by quickstart" title="Direct link to Using .env to configure settings of services started by quickstart"></a></h3><p>To start datahub with a customized set of environment variables, .env files can be created in the docker/profiles folder.
For example, an env file <code>my-settings.env</code> can be created in docker/profiles folder and loaded using</p><div class="language-shell codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-shell codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token assign-left variable" style="color:rgb(191, 199, 213)">DATAHUB_LOCAL_COMMON_ENV</span><span class="token operator" style="color:rgb(137, 221, 255)">=</span><span class="token plain">my-settings.env ./gradlew quickStartDebug</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To refresh the containers due to code changes, <code>debugReload</code> task can be used.
To change the env and reload containers, use the task <code>debugReloadEnv</code></p><div class="language-shell codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-shell codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token assign-left variable" style="color:rgb(191, 199, 213)">DATAHUB_LOCAL_COMMON_ENV</span><span class="token operator" style="color:rgb(137, 221, 255)">=</span><span class="token plain">my-other-settings.env ./gradlew debugReloadEnv</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>This will build any container artifacts were changed and all reloadable containers are re-created to use the new env settings.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="refreshing-the-cli">Refreshing the CLI<a href="#refreshing-the-cli" class="hash-link" aria-label="Direct link to Refreshing the CLI" title="Direct link to Refreshing the CLI"></a></h3><p>If you haven&#x27;t set up the CLI for local development yet, run:</p><div class="language-commandline codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-commandline codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token plain">./gradlew :metadata-ingestion:installDev</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">cd metadata-ingestion</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">source venv/bin/activate</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>Once you&#x27;re in <code>venv</code>, your local changes will be reflected automatically.
For example, you can run <code>datahub ingest -c &lt;file&gt;</code> to test local changes in ingestion connectors.</p><p>To verify that you&#x27;re using the local version, run:</p><div class="language-commandline codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-commandline codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token plain">datahub --version</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Expected Output:</p><div class="language-commandline codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-commandline codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token plain">acryl-datahub, version unavailable (installed in develop mode)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="ide-support">IDE Support<a href="#ide-support" class="hash-link" aria-label="Direct link to IDE Support" title="Direct link to IDE Support"></a></h2><p>The recommended IDE for DataHub development is <a href="https://www.jetbrains.com/idea/" target="_blank" rel="noopener noreferrer">IntelliJ IDEA</a>.
You can run the following command to generate or update the IntelliJ project file.</p><div class="language-shell codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-shell codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token plain">./gradlew idea</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>Open <code>datahub.ipr</code> in IntelliJ to start developing!</p><p>For consistency please import and auto format the code using <a href="https://github.com/datahub-project/datahub/blob/master/gradle/idea/LinkedIn%20Style.xml" target="_blank" rel="noopener noreferrer">LinkedIn IntelliJ Java style</a>.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="windows-compatibility">Windows Compatibility<a href="#windows-compatibility" class="hash-link" aria-label="Direct link to Windows Compatibility" title="Direct link to Windows Compatibility"></a></h2><p>For optimal performance and compatibility, we strongly recommend building on a Mac or Linux system.
Please note that we do not actively support Windows in a non-virtualized environment.</p><p>If you must use Windows, one workaround is to build within a virtualized environment, such as a VM(Virtual Machine) or <a href="https://learn.microsoft.com/en-us/windows/wsl" target="_blank" rel="noopener noreferrer">WSL(Windows Subsystem for Linux)</a>.
This approach can help ensure that your build environment remains isolated and stable, and that your code is compiled correctly.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="common-build-issues">Common Build Issues<a href="#common-build-issues" class="hash-link" aria-label="Direct link to Common Build Issues" title="Direct link to Common Build Issues"></a></h2><h4 class="anchor anchorWithStickyNavbar_LWe7" id="getting-unsupported-class-file-major-version-57">Getting <code>Unsupported class file major version 57</code><a href="#getting-unsupported-class-file-major-version-57" class="hash-link" aria-label="Direct link to getting-unsupported-class-file-major-version-57" title="Direct link to getting-unsupported-class-file-major-version-57"></a></h4><p>You&#x27;re probably using a Java version that&#x27;s too new for gradle. Run the following command to check your Java version</p><div class="language-shell codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-shell codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token plain">java --version</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>While it may be possible to build and run DataHub using newer versions of Java, we currently only support <a href="https://openjdk.org/projects/jdk/17/" target="_blank" rel="noopener noreferrer">Java 17</a> (aka Java 17).</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="getting-cannot-find-symbol-error-for-javaxannotationgenerated">Getting <code>cannot find symbol</code> error for <code>javax.annotation.Generated</code><a href="#getting-cannot-find-symbol-error-for-javaxannotationgenerated" class="hash-link" aria-label="Direct link to getting-cannot-find-symbol-error-for-javaxannotationgenerated" title="Direct link to getting-cannot-find-symbol-error-for-javaxannotationgenerated"></a></h4><p>Similar to the previous issue, please use Java 17 to build the project.
You can install multiple version of Java on a single machine and switch between them using the <code>JAVA_HOME</code> environment variable. See <a href="https://docs.oracle.com/cd/E21454_01/html/821-2531/inst_jdk_javahome_t.html" target="_blank" rel="noopener noreferrer">this document</a> for more details.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="metadata-modelsgeneratedatatemplate-task-fails-with-javaniofileinvalidpathexception-illegal-char--at-index-xx-or-caused-by-javalangillegalargumentexception-other-has-different-root-error"><code>:metadata-models:generateDataTemplate</code> task fails with <code>java.nio.file.InvalidPathException: Illegal char &lt;:&gt; at index XX</code> or <code>Caused by: java.lang.IllegalArgumentException: &#x27;other&#x27; has different root</code> error<a href="#metadata-modelsgeneratedatatemplate-task-fails-with-javaniofileinvalidpathexception-illegal-char--at-index-xx-or-caused-by-javalangillegalargumentexception-other-has-different-root-error" class="hash-link" aria-label="Direct link to metadata-modelsgeneratedatatemplate-task-fails-with-javaniofileinvalidpathexception-illegal-char--at-index-xx-or-caused-by-javalangillegalargumentexception-other-has-different-root-error" title="Direct link to metadata-modelsgeneratedatatemplate-task-fails-with-javaniofileinvalidpathexception-illegal-char--at-index-xx-or-caused-by-javalangillegalargumentexception-other-has-different-root-error"></a></h4><p>This is a <a href="https://github.com/linkedin/rest.li/issues/287" target="_blank" rel="noopener noreferrer">known issue</a> when building the project on Windows due a bug in the Pegasus plugin. Please refer to <a href="/docs/developers#windows-compatibility">Windows Compatibility</a>.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="various-errors-related-to-generatedatatemplate-or-other-generate-tasks">Various errors related to <code>generateDataTemplate</code> or other <code>generate</code> tasks<a href="#various-errors-related-to-generatedatatemplate-or-other-generate-tasks" class="hash-link" aria-label="Direct link to various-errors-related-to-generatedatatemplate-or-other-generate-tasks" title="Direct link to various-errors-related-to-generatedatatemplate-or-other-generate-tasks"></a></h4><p>As we generate quite a few files from the models, it is possible that old generated files may conflict with new model changes. When this happens, a simple <code>./gradlew clean</code> should reosolve the issue.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="execution-failed-for-task-metadata-servicerestli-servlet-implcheckrestmodel"><code>Execution failed for task &#x27;:metadata-service:restli-servlet-impl:checkRestModel&#x27;</code><a href="#execution-failed-for-task-metadata-servicerestli-servlet-implcheckrestmodel" class="hash-link" aria-label="Direct link to execution-failed-for-task-metadata-servicerestli-servlet-implcheckrestmodel" title="Direct link to execution-failed-for-task-metadata-servicerestli-servlet-implcheckrestmodel"></a></h4><p>This generally means that an <a href="https://linkedin.github.io/rest.li/modeling/compatibility_check" target="_blank" rel="noopener noreferrer">incompatible change</a> was introduced to the rest.li API in GMS. You&#x27;ll need to rebuild the snapshots/IDL by running the following command once</p><div class="language-shell codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-shell codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token plain">./gradlew :metadata-service:restli-servlet-impl:build -Prest.model.compatibility</span><span class="token operator" style="color:rgb(137, 221, 255)">=</span><span class="token plain">ignore</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"><
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