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padding-bottom--lg"><div class="row"><div class="col docItemCol_VOVn"><div class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Development</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Developing on Druid</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>Developing on Apache Druid</h1></header><p>Druid&#x27;s codebase consists of several major components. For developers interested in learning the code, this document provides
a high level overview of the main components that make up Druid and the relevant classes to start from to learn the code.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="storage-format">Storage format<a href="#storage-format" class="hash-link" aria-label="Direct link to Storage format" title="Direct link to Storage format"></a></h2><p>Data in Druid is stored in a custom column format known as a <a href="/docs/27.0.0/design/segments">segment</a>. Segments are composed of
different types of columns. <code>Column.java</code> and the classes that extend it is a great place to looking into the storage format.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="segment-creation">Segment creation<a href="#segment-creation" class="hash-link" aria-label="Direct link to Segment creation" title="Direct link to Segment creation"></a></h2><p>Raw data is ingested in <code>IncrementalIndex.java</code>, and segments are created in <code>IndexMerger.java</code>.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="storage-engine">Storage engine<a href="#storage-engine" class="hash-link" aria-label="Direct link to Storage engine" title="Direct link to Storage engine"></a></h2><p>Druid segments are memory mapped in <code>IndexIO.java</code> to be exposed for querying.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="query-engine">Query engine<a href="#query-engine" class="hash-link" aria-label="Direct link to Query engine" title="Direct link to Query engine"></a></h2><p>Most of the logic related to Druid queries can be found in the Query* classes. Druid leverages query runners to run queries.
Query runners often embed other query runners and each query runner adds on a layer of logic. A good starting point to trace
the query logic is to start from <code>QueryResource.java</code>.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="coordination">Coordination<a href="#coordination" class="hash-link" aria-label="Direct link to Coordination" title="Direct link to Coordination"></a></h2><p>Most of the coordination logic for Historical processes is on the Druid Coordinator. The starting point here is <code>DruidCoordinator.java</code>.
Most of the coordination logic for (real-time) ingestion is in the Druid indexing service. The starting point here is <code>OverlordResource.java</code>.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="real-time-ingestion">Real-time Ingestion<a href="#real-time-ingestion" class="hash-link" aria-label="Direct link to Real-time Ingestion" title="Direct link to Real-time Ingestion"></a></h2><p>Druid loads data through <code>FirehoseFactory.java</code> classes. Firehoses often wrap other firehoses, where, similar to the design of the
query runners, each firehose adds a layer of logic, and the persist and hand-off logic is in <code>RealtimePlumber.java</code>.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="hadoop-based-batch-ingestion">Hadoop-based Batch Ingestion<a href="#hadoop-based-batch-ingestion" class="hash-link" aria-label="Direct link to Hadoop-based Batch Ingestion" title="Direct link to Hadoop-based Batch Ingestion"></a></h2><p>The two main Hadoop indexing classes are <code>HadoopDruidDetermineConfigurationJob.java</code> for the job to determine how many Druid
segments to create, and <code>HadoopDruidIndexerJob.java</code>, which creates Druid segments.</p><p>At some point in the future, we may move the Hadoop ingestion code out of core Druid.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="internal-uis">Internal UIs<a href="#internal-uis" class="hash-link" aria-label="Direct link to Internal UIs" title="Direct link to Internal UIs"></a></h2><p>Druid currently has two internal UIs. One is for the Coordinator and one is for the Overlord.</p><p>At some point in the future, we will likely move the internal UI code out of core Druid.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="client-libraries">Client libraries<a href="#client-libraries" class="hash-link" aria-label="Direct link to Client libraries" title="Direct link to Client libraries"></a></h2><p>We welcome contributions for new client libraries to interact with Druid. See the
<a href="https://druid.apache.org/libraries.html" target="_blank" rel="noopener noreferrer">Community and third-party libraries</a> page for links to existing client
libraries.</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/27.0.0/operations/use_sbt_to_build_fat_jar"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Content for build.sbt</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/27.0.0/development/modules"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Creating extensions</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="#storage-format" class="table-of-contents__link toc-highlight">Storage format</a></li><li><a href="#segment-creation" class="table-of-contents__link toc-highlight">Segment creation</a></li><li><a href="#storage-engine" class="table-of-contents__link toc-highlight">Storage engine</a></li><li><a href="#query-engine" class="table-of-contents__link toc-highlight">Query engine</a></li><li><a href="#coordination" class="table-of-contents__link toc-highlight">Coordination</a></li><li><a href="#real-time-ingestion" class="table-of-contents__link toc-highlight">Real-time Ingestion</a></li><li><a href="#hadoop-based-batch-ingestion" class="table-of-contents__link toc-highlight">Hadoop-based Batch Ingestion</a></li><li><a href="#internal-uis" class="table-of-contents__link toc-highlight">Internal UIs</a></li><li><a href="#client-libraries" class="table-of-contents__link toc-highlight">Client libraries</a></li></ul></div></div></div></div></main></div></div><footer class="footer"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="margin-bottom--sm"><img src="/img/favicon.png" class="themedImage_ToTc themedImage--light_HNdA footer__logo"><img src="/img/favicon.png" class="themedImage_ToTc themedImage--dark_i4oU footer__logo"></div><div class="footer__copyright">Copyright © 2023 Apache Software Foundation. Except where otherwise noted, licensed under CC BY-SA 4.0. Apache Druid, Druid, and the Druid logo are either registered trademarks or trademarks of The Apache Software Foundation in the United States and other countries.</div></div></div></footer></div>
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