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<link rel="stylesheet" href="https://at-ui.github.io/feather-font/css/iconfont.css"><title data-react-helmet="true">Features of Pinot | Apache Pinot™</title><meta data-react-helmet="true" property="og:url" content="https://pinot.apache.org/docs/about/features_of_pinot"><meta data-react-helmet="true" name="docsearch:language" content="en"><meta data-react-helmet="true" name="docsearch:version" content="current"><meta data-react-helmet="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-react-helmet="true" property="og:title" content="Features of Pinot | Apache Pinot™"><meta data-react-helmet="true" name="description" content="- A column-oriented database with various compression schemes such as Run Length, Fixed Bit Length"><meta data-react-helmet="true" property="og:description" content="- A column-oriented database with various compression schemes such as Run Length, Fixed Bit Length"><link data-react-helmet="true" rel="shortcut icon" href="/img/favicon.ico"><link data-react-helmet="true" rel="canonical" href="https://pinot.apache.org/docs/about/features_of_pinot"><link data-react-helmet="true" rel="alternate" href="https://pinot.apache.org/docs/about/features_of_pinot" hreflang="en"><link data-react-helmet="true" rel="alternate" href="https://pinot.apache.org/docs/about/features_of_pinot" hreflang="x-default"><link data-react-helmet="true" rel="preconnect" href="https://BH4D9OD16A-dsn.algolia.net" crossorigin="anonymous"><link rel="stylesheet" href="/assets/css/styles.f8c6b66d.css">
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<div><a href="#" class="skipToContent_1oUP">Skip to main content</a></div><div class="announcementBar_3WsW" style="background-color:#252532;color:#fff" role="banner"><div class="announcementBarContent_3EUC announcementBarCloseable_3myR">⭐️ If you love <b>Apache Pinot</b>, please give it a star on <a target="_blank" href="https://github.com/apache/pinot"><b>GitHub</b></a>! ⭐️</div><button type="button" class="announcementBarClose_38nx clean-btn" aria-label="Close"><span aria-hidden="true">×</span></button></div><nav class="navbar navbar--fixed-top navbarHideable_2qcr"><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="/"><img 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class="menu__list-item"><a class="menu__link menu__link--sublist menu__link--active" href="#">About</a><ul style="display:block;overflow:visible;height:auto" class="menu__list"><li class="menu__list-item"><a class="menu__link" tabindex="0" href="/docs/about/what_is_pinot">What is Pinot</a></li><li class="menu__list-item"><a aria-current="page" class="menu__link menu__link--active active" tabindex="0" href="/docs/about/features_of_pinot">Features of Pinot</a></li></ul></li><li class="menu__list-item menu__list-item--collapsed"><a class="menu__link menu__link--sublist" href="#">Administration</a></li><li class="menu__list-item menu__list-item--collapsed"><a class="menu__link menu__link--sublist" href="#">Components</a></li></ul></nav></div></aside><main class="docMainContainer_3ufF"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_3FnS"><div class="docItemContainer_33ec"><article><div class="markdown"><header><h1 class="h1Heading_27L5">Features of Pinot</h1></header><ul><li>A column-oriented database with various compression schemes such as Run Length, Fixed Bit Length</li><li>Pluggable indexing technologies - Sorted Index, Bitmap Index, Inverted Index</li><li>Ability to optimize query/execution plan based on query and segment metadata .</li><li>Near real time ingestion from streams and batch ingestion from Hadoop</li><li>SQL like language that supports selection, aggregation, filtering, group by, order by, distinct queries on data.</li><li>Support for multivalued fields</li><li>Horizontally scalable and fault tolerant</li></ul><p>Because of the design choices we made to achieve these goals, there are certain limitations in Pinot:</p><p>Pinot is not a replacement for database i.e it cannot be used as source of truth store, cannot mutate data
Not a replacement for search engine i.e Full text search, relevance not supported
Query cannot span across multiple tables.
Pinot works very well for querying time series data with lots of Dimensions and Metrics. <br></p><p>For example:</p><div class="codeBlockContainer_K1bP"><div class="codeBlockContent_hGly SQL"><pre tabindex="0" class="prism-code language-SQL codeBlock_23N8 thin-scrollbar" style="color:#F8F8F2;background-color:#282A36"><code class="codeBlockLines_39YC"><span class="token-line" style="color:#F8F8F2"><span class="token plain">SELECT sum(clicks), sum(impressions) FROM AdAnalyticsTable</span></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> WHERE ((daysSinceEpoch &gt;= 17849 AND daysSinceEpoch &lt;= 17856)) AND accountId IN (123456789)</span></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> GROUP BY daysSinceEpoch TOP 100</span></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_Ue-o clean-btn">Copy</button></div></div><div class="codeBlockContainer_K1bP"><div class="codeBlockContent_hGly SQL"><pre tabindex="0" class="prism-code language-SQL codeBlock_23N8 thin-scrollbar" style="color:#F8F8F2;background-color:#282A36"><code class="codeBlockLines_39YC"><span class="token-line" style="color:#F8F8F2"><span class="token plain">SELECT sum(impressions) FROM AdAnalyticsTable</span></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> WHERE (daysSinceEpoch &gt;= 17824 and daysSinceEpoch &lt;= 17854) AND adveriserId = &#x27;1234356789&#x27;</span></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> GROUP BY daysSinceEpoch,advertiserId TOP 100</span></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_Ue-o clean-btn">Copy</button></div></div><div class="codeBlockContainer_K1bP"><div class="codeBlockContent_hGly SQL"><pre tabindex="0" class="prism-code language-SQL codeBlock_23N8 thin-scrollbar" style="color:#F8F8F2;background-color:#282A36"><code class="codeBlockLines_39YC"><span class="token-line" style="color:#F8F8F2"><span class="token plain">SELECT sum(cost) FROM AdAnalyticsTable GROUP BY advertiserId TOP 50</span></span></code></pre><button type="button" aria-label="Copy code to clipboard" class="copyButton_Ue-o clean-btn">Copy</button></div></div></div><footer class="row docusaurus-mt-lg"><div class="col"><a href="https://github.com/apache/pinot/edit/master/website/docs/about/features_of_pinot.md" target="_blank" rel="noreferrer noopener"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_2_ui" 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_3DPF"></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><div class="pagination-nav__item"><a 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