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Community | Apache Spark
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<h2>Apache Spark<span class="tm">™</span> community</h2>
<p><a name="have-questions"></a></p>
<h3>Have questions?</h3>
<h4>StackOverflow</h4>
<p>For usage questions and help (e.g. how to use this Spark API), it is recommended you use the
StackOverflow tag <a href="https://stackoverflow.com/questions/tagged/apache-spark"><code class="language-plaintext highlighter-rouge">apache-spark</code></a>
as it is an active forum for Spark users’ questions and answers.</p>
<p>Some quick tips when using StackOverflow:</p>
<ul>
<li>Prior to asking submitting questions, please:
<ul>
<li>Search StackOverflow’s
<a href="https://stackoverflow.com/questions/tagged/apache-spark"><code class="language-plaintext highlighter-rouge">apache-spark</code></a> tag to see if
your question has already been answered</li>
<li>Search the ASF archive for
<a href="https://lists.apache.org/[email protected]">[email protected]</a></li>
</ul>
</li>
<li>Please follow the StackOverflow <a href="https://stackoverflow.com/help/how-to-ask">code of conduct</a></li>
<li>Always use the <code class="language-plaintext highlighter-rouge">apache-spark</code> tag when asking questions</li>
<li>Please also use a secondary tag to specify components so subject matter experts can more easily find them.
Examples include: <code class="language-plaintext highlighter-rouge">pyspark</code>, <code class="language-plaintext highlighter-rouge">spark-dataframe</code>, <code class="language-plaintext highlighter-rouge">spark-streaming</code>, <code class="language-plaintext highlighter-rouge">spark-r</code>, <code class="language-plaintext highlighter-rouge">spark-mllib</code>,
<code class="language-plaintext highlighter-rouge">spark-ml</code>, <code class="language-plaintext highlighter-rouge">spark-graphx</code>, <code class="language-plaintext highlighter-rouge">spark-graphframes</code>, <code class="language-plaintext highlighter-rouge">spark-tensorframes</code>, etc.</li>
<li>Please do not cross-post between StackOverflow and the mailing lists</li>
<li>No jobs, sales, or solicitation is permitted on StackOverflow</li>
</ul>
<p><a name="mailing-lists"></a></p>
<h4>Mailing lists</h4>
<p>For broad, opinion based, ask for external resources, debug issues, bugs, contributing to the
project, and scenarios, it is recommended you use the [email protected] mailing list.</p>
<ul>
<li>
<a href="https://lists.apache.org/[email protected]">[email protected]</a> is for usage questions, help, and announcements.
<a href="mailto:[email protected]?subject=(send%20this%20email%20to%20subscribe)">(subscribe)</a>
<a href="mailto:[email protected]?subject=(send%20this%20email%20to%20unsubscribe)">(unsubscribe)</a>
<a href="https://lists.apache.org/[email protected]">(archives)</a>
</li>
<li>
<a href="https://lists.apache.org/[email protected]">[email protected]</a> is for people who want to contribute code to Spark.
<a href="mailto:[email protected]?subject=(send%20this%20email%20to%20subscribe)">(subscribe)</a>
<a href="mailto:[email protected]?subject=(send%20this%20email%20to%20unsubscribe)">(unsubscribe)</a>
<a href="https://lists.apache.org/[email protected]">(archives)</a>
</li>
</ul>
<p>Some quick tips when using email:</p>
<ul>
<li>Prior to asking submitting questions, please:
<ul>
<li>Search StackOverflow at <a href="https://stackoverflow.com/questions/tagged/apache-spark"><code class="language-plaintext highlighter-rouge">apache-spark</code></a>
to see if your question has already been answered</li>
<li>Search the ASF archive for
<a href="https://lists.apache.org/[email protected]">[email protected]</a></li>
</ul>
</li>
<li>Tagging the subject line of your email will help you get a faster response, e.g.
<code class="language-plaintext highlighter-rouge">[Spark SQL]: Does Spark SQL support LEFT SEMI JOIN?</code></li>
<li>Tags may help identify a topic by:
<ul>
<li>Component: Spark Core, Spark SQL, ML, MLlib, GraphFrames, GraphX, TensorFrames, etc</li>
<li>Level: Beginner, Intermediate, Advanced</li>
<li>Scenario: Debug, How-to</li>
</ul>
</li>
<li>For error logs or long code examples, please use <a href="https://gist.github.com/">GitHub gist</a>
and include only a few lines of the pertinent code / log within the email.</li>
<li>No jobs, sales, or solicitation is permitted on the Apache Spark mailing lists.</li>
</ul>
<h5>Reporting security issues</h5>
<p>Please see the <a href="security.html">Security</a> page for information on how to report sensitive security
vulnerabilities, and for information on known security issues.</p>
<p><a name="chat"></a></p>
<h4>Chat rooms</h4>
<p>Chat rooms are great for quick questions or discussions on specialized topics. The following chat rooms are not officially part of Apache Spark; they are provided for reference only.</p>
<ul>
<li>
<a href="https://gitter.im/spark-scala/Lobby">Spark with Scala</a> is for questions and discussions related to using Spark with the Scala programming language.
</li>
</ul>
<p><a name="events"></a></p>
<h3>Events and meetups</h3>
<h4>Conferences</h4>
<ul>
<li>
<a href="https://spark-summit.org/eu-2017/">Spark Summit Europe 2017.</a> Oct 24 - 26 in Dublin.
</li>
<li>
<a href="https://spark-summit.org/2017/">Spark Summit 2017.</a> June 5 - 7 in San Francisco.
</li>
<li>
<a href="https://spark-summit.org/eu-2016/">Spark Summit Europe 2016.</a> Oct 25 - 27 in Brussels.
</li>
<li>
<a href="https://spark-summit.org/2016/">Spark Summit 2016.</a> June 6 - 8 in San Francisco.
</li>
<li>
<a href="https://spark-summit.org/east-2016/">Spark Summit East 2016.</a> Feb 16 - 18 in New York City.
</li>
<li>
<a href="https://spark-summit.org/eu-2015/">Spark Summit Europe 2015.</a> Oct 27 - 29 in Amsterdam.
</li>
<li>
<a href="https://spark-summit.org/2015">Spark Summit 2015.</a> June 15 - 17 in San Francisco.
</li>
<li>
<a href="https://spark-summit.org/east-2015/">Spark Summit East 2015.</a> March 18 - 19 in New York City.
</li>
<li>
<a href="https://spark-summit.org/2014">Spark Summit 2014.</a> June 30 - July 1 2014 in San Francisco.
</li>
<li>
<a href="https://spark-summit.org/2013">Spark Summit 2013.</a> December 2013 in San Francisco.
</li>
</ul>
<h4>Meetups</h4>
<p>Spark Meetups are grass-roots events organized and hosted by individuals in the community around the world. Check out <a href="https://www.meetup.com/topics/apache-spark/">meetup.com/topics/apache-spark</a> to find a Spark meetup in your part of the world. Below is a partial list of Spark meetups.</p>
<ul>
<li>
<a href="https://www.meetup.com/spark-users/">Bay Area Spark Meetup.</a>
This group has been running since January 2012 in the San Francisco area.
The meetup page also contains an <a href="https://www.meetup.com/spark-users/events/past/">archive of past meetups</a>, including videos and <a href="https://www.meetup.com/spark-users/files/">slides</a> for most of the recent talks.
</li>
<li>
<a href="https://www.meetup.com/Spark-Barcelona/">Barcelona Spark Meetup</a>
</li>
<li>
<a href="https://www.meetup.com/SanKir-Big-Data-Group/">Bangalore Spark Meetup</a>
</li>
<li>
<a href="https://www.meetup.com/es/Apache-Spark-Bogota/">Bogotá Spark Meetup</a>
</li>
<li>
<a href="https://www.meetup.com/Boston-Apache-Spark-User-Group/">Boston Spark Meetup</a>
</li>
<li>
<a href="https://www.meetup.com/Boulder-Denver-Spark-Meetup/">Boulder/Denver Spark Meetup</a>
</li>
<li>
<a href="https://www.meetup.com/Christchurch-Apache-Spark-Meetup/">Christchurch Apache Spark Meetup</a>
</li>
<li>
<a href="https://www.meetup.com/Hangzhou-Apache-Spark-Meetup/">Hangzhou Spark Meetup</a>
</li>
<li>
<a href="https://www.meetup.com/israel-spark-users/">Israel Spark Users</a>
</li>
<li>
<a href="https://www.meetup.com/Apache-Spark-Ljubljana-Meetup/">Ljubljana Spark Meetup</a>
</li>
<li>
<a href="https://www.meetup.com/Spark-London/">London Spark Meetup</a>
</li>
<li>
<a href="https://www.meetup.com/Apache-Spark-Maryland/">Maryland Spark Meetup</a>
</li>
<li>
<a href="https://www.meetup.com/Mumbai-Spark-Meetup/">Mumbai Spark Meetup</a>
</li>
<li>
<a href="https://www.meetup.com/Apache-Spark-in-Moscow/">Moscow Spark Meetup</a>
</li>
<li>
<a href="https://www.meetup.com/Spark-NYC/">NYC Spark Meetup</a>
</li>
<li>
<a href="https://www.meetup.com/Seattle-Spark-Meetup/">Seattle Spark Meetup</a>
</li>
<li>
<a href="https://www.meetup.com/Shanghai-Apache-Spark-Meetup/">Shanghai Spark Meetup</a>
</li>
<li>
<a href="https://www.meetup.com/Shenzhen-Apache-Spark-Meetup/">Shenzhen Spark Meetup</a>
</li>
<li>
<a href="https://www.meetup.com/Tokyo-Spark-Meetup/">Tokyo Spark Meetup</a>
</li>
<li>
<a href="https://www.meetup.com/Vancouver-Spark/">Vancouver Spark Meetup</a>
</li>
<li>
<a href="https://www.meetup.com/Washington-DC-Area-Spark-Interactive/">Washington DC Area Spark Meetup</a>
</li>
</ul>
<p>If you'd like your meetup or conference added, please email <a href="mailto:[email protected]">[email protected]</a>.</p>
<p><a name="issue-tracker"></a></p>
<h3>Issue tracker</h3>
<p>The project tracks bugs and new features on <a href="https://issues.apache.org/jira/browse/SPARK">JIRA</a>. If you'd like, you can also subscribe to <a href="https://mail-archives.apache.org/mod_mbox/spark-issues/">[email protected]</a> to receive emails about new issues, and <a href="https://mail-archives.apache.org/mod_mbox/spark-commits/">[email protected]</a> to get emails about commits.</p>
<h3>Shop</h3>
<p><img alt="RedBubble" src="/images/redbubble.png" title="RedBubble" /></p>
<p>The ASF has an <a href="https://www.redbubble.com/people/comdev/shop">official store at RedBubble</a> that Apache Community Development (ComDev) runs. In the store, <a href="https://www.redbubble.com/shop/ap/113203780">various products featuring the Apache Spark logo</a> are available.</p>
<h3>Powered by</h3>
<p>Our site has a list of <a href="/powered-by.html">projects and organizations powered by Spark</a>.
Add yours by emailing `[email protected]`.
</p>
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<div class="news" style="margin-bottom: 20px;">
<h5>Latest News</h5>
<ul class="list-unstyled">
<li><a href="/news/spark-3-4-0-released.html">Spark 3.4.0 released</a>
<span class="small">(Apr 13, 2023)</span></li>
<li><a href="/news/spark-3-2-4-released.html">Spark 3.2.4 released</a>
<span class="small">(Apr 13, 2023)</span></li>
<li><a href="/news/spark-3-3-2-released.html">Spark 3.3.2 released</a>
<span class="small">(Feb 17, 2023)</span></li>
<li><a href="/news/spark-3-2-3-released.html">Spark 3.2.3 released</a>
<span class="small">(Nov 28, 2022)</span></li>
</ul>
<p class="small" style="text-align: right;"><a href="/news/index.html">Archive</a></p>
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<hr>
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