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class="col docItemCol_DM6M"><div class="theme-doc-version-banner alert alert--warning margin-bottom--md" role="alert"><div>This is documentation for <!-- -->Apache Submarine<!-- --> <b>0.6.0</b>, which is no longer actively maintained.</div><div class="margin-top--md">For up-to-date documentation, see the <b><a href="/zh-cn/docs/gettingStarted/quickstart">latest version</a></b> (<!-- -->0.8.0<!-- -->).</div></div><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a class="breadcrumbs__link" href="/zh-cn/">🏠</a></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><span class="breadcrumbs__link" itemprop="item name">User Docs</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><span class="breadcrumbs__link" itemprop="item name">Submarine Security</span><meta itemprop="position" content="2"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="item name">Submarine Spark Security Plugin</span><meta itemprop="position" content="3"></li></ul></nav><span class="theme-doc-version-badge badge badge--secondary">Version: 0.6.0</span><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>Submarine Spark Security Plugin</h1></header><p>ACL Management for Apache Spark SQL with Apache Ranger, enabling:</p><ul><li>Table/Column level authorization</li><li>Row level filtering</li><li>Data masking</li></ul><p>Security is one of fundamental features for enterprise adoption. <a href="https://ranger.apache.org" target="_blank" rel="noopener noreferrer">Apache Ranger™</a> offers many security plugins for many Hadoop ecosystem components, |
| such as HDFS, Hive, HBase, Solr and Sqoop2. However, <a href="http://spark.apache.org" target="_blank" rel="noopener noreferrer">Apache Spark™</a> is not counted in yet. |
| When a secured HDFS cluster is used as a data warehouse accessed by various users and groups via different applications wrote by Spark and Hive, |
| it is very difficult to guarantee data management in a consistent way. Apache Spark users visit data warehouse only |
| with Storage based access controls offered by HDFS. This library enables Spark with SQL Standard Based Authorization. </p><h2 class="anchor anchorWithStickyNavbar_mojV" id="build">Build<a class="hash-link" href="#build" title="Direct link to heading"></a></h2><p>Please refer to the online documentation - <a href="/zh-cn/docs/0.6.0/userDocs/submarine-security/spark-security/build-submarine-spark-security-plugin">Building submarine spark security plguin</a></p><h2 class="anchor anchorWithStickyNavbar_mojV" id="quick-start">Quick Start<a class="hash-link" href="#quick-start" title="Direct link to heading"></a></h2><p>Three steps to integrate Apache Spark and Apache Ranger.</p><h3 class="anchor anchorWithStickyNavbar_mojV" id="installation">Installation<a class="hash-link" href="#installation" title="Direct link to heading"></a></h3><p>Place the submarine-spark-security-<!-- --><<!-- -->version<!-- -->><!-- -->.jar into <code>$SPARK_HOME/jars</code>.</p><h3 class="anchor anchorWithStickyNavbar_mojV" id="configurations">Configurations<a class="hash-link" href="#configurations" title="Direct link to heading"></a></h3><h4 class="anchor anchorWithStickyNavbar_mojV" id="settings-for-apache-ranger">Settings for Apache Ranger<a class="hash-link" href="#settings-for-apache-ranger" title="Direct link to heading"></a></h4><p>Create <code>ranger-spark-security.xml</code> in <code>$SPARK_HOME/conf</code> and add the following configurations |
| for pointing to the right Apache Ranger admin server.</p><div class="codeBlockContainer_I0IT language-xml theme-code-block"><div class="codeBlockContent_wNvx" style="color:#bfc7d5;background-color:#292d3e"><pre tabindex="0" class="prism-code language-xml codeBlock_jd64 thin-scrollbar"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"><</span><span class="token tag" style="color:rgb(255, 85, 114)">configuration</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"><</span><span class="token tag" style="color:rgb(255, 85, 114)">property</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"><</span><span class="token tag" style="color:rgb(255, 85, 114)">name</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain">ranger.plugin.spark.policy.rest.url</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"></</span><span class="token tag" style="color:rgb(255, 85, 114)">name</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"><</span><span class="token tag" style="color:rgb(255, 85, 114)">value</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain">ranger admin address like http://ranger-admin.org:6080</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"></</span><span class="token tag" style="color:rgb(255, 85, 114)">value</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"></</span><span class="token tag" style="color:rgb(255, 85, 114)">property</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"><</span><span class="token tag" style="color:rgb(255, 85, 114)">property</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"><</span><span class="token tag" style="color:rgb(255, 85, 114)">name</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain">ranger.plugin.spark.service.name</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"></</span><span class="token tag" style="color:rgb(255, 85, 114)">name</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"><</span><span class="token tag" style="color:rgb(255, 85, 114)">value</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain">a ranger hive service name</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"></</span><span class="token tag" style="color:rgb(255, 85, 114)">value</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"></</span><span class="token tag" style="color:rgb(255, 85, 114)">property</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"><</span><span class="token tag" style="color:rgb(255, 85, 114)">property</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"><</span><span class="token tag" style="color:rgb(255, 85, 114)">name</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain">ranger.plugin.spark.policy.cache.dir</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"></</span><span class="token tag" style="color:rgb(255, 85, 114)">name</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"><</span><span class="token tag" style="color:rgb(255, 85, 114)">value</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain">./a ranger hive service name/policycache</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"></</span><span class="token tag" style="color:rgb(255, 85, 114)">value</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"></</span><span class="token tag" style="color:rgb(255, 85, 114)">property</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"><</span><span class="token tag" style="color:rgb(255, 85, 114)">property</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"><</span><span class="token tag" style="color:rgb(255, 85, 114)">name</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain">ranger.plugin.spark.policy.pollIntervalMs</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"></</span><span class="token tag" style="color:rgb(255, 85, 114)">name</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"><</span><span class="token tag" style="color:rgb(255, 85, 114)">value</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain">5000</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"></</span><span class="token tag" style="color:rgb(255, 85, 114)">value</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"></</span><span class="token tag" style="color:rgb(255, 85, 114)">property</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"><</span><span class="token tag" style="color:rgb(255, 85, 114)">property</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"><</span><span class="token tag" style="color:rgb(255, 85, 114)">name</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain">ranger.plugin.spark.policy.source.impl</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"></</span><span class="token tag" style="color:rgb(255, 85, 114)">name</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"><</span><span class="token tag" style="color:rgb(255, 85, 114)">value</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain">org.apache.ranger.admin.client.RangerAdminRESTClient</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"></</span><span class="token tag" style="color:rgb(255, 85, 114)">value</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"></</span><span class="token tag" style="color:rgb(255, 85, 114)">property</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"></</span><span class="token tag" style="color:rgb(255, 85, 114)">configuration</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" title="Copy" class="copyButton_eDfN clean-btn"><span class="copyButtonIcons_W9eQ" aria-hidden="true"><svg class="copyButtonIcon_XEyF" viewBox="0 0 24 24"><path 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 class="copyButtonSuccessIcon_i9w9" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div><p>Create <code>ranger-spark-audit.xml</code> in <code>$SPARK_HOME/conf</code> and add the following configurations |
| to enable/disable auditing.</p><div class="codeBlockContainer_I0IT language-xml theme-code-block"><div class="codeBlockContent_wNvx" style="color:#bfc7d5;background-color:#292d3e"><pre tabindex="0" class="prism-code language-xml codeBlock_jd64 thin-scrollbar"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#bfc7d5"><span class="token tag punctuation" style="color:rgb(199, 146, 234)"><</span><span class="token tag" style="color:rgb(255, 85, 114)">configuration</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"><</span><span class="token tag" style="color:rgb(255, 85, 114)">property</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"><</span><span class="token tag" style="color:rgb(255, 85, 114)">name</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain">xasecure.audit.is.enabled</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"></</span><span class="token tag" style="color:rgb(255, 85, 114)">name</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"><</span><span class="token tag" style="color:rgb(255, 85, 114)">value</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain">true</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"></</span><span class="token tag" style="color:rgb(255, 85, 114)">value</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"></</span><span class="token tag" style="color:rgb(255, 85, 114)">property</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"><</span><span class="token tag" style="color:rgb(255, 85, 114)">property</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"><</span><span class="token tag" style="color:rgb(255, 85, 114)">name</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain">xasecure.audit.destination.db</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"></</span><span class="token tag" style="color:rgb(255, 85, 114)">name</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"><</span><span class="token tag" 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class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"><</span><span class="token tag" style="color:rgb(255, 85, 114)">property</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"><</span><span class="token tag" style="color:rgb(255, 85, 114)">name</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain">xasecure.audit.destination.db.jdbc.url</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"></</span><span class="token tag" style="color:rgb(255, 85, 114)">name</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span 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style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"><</span><span class="token tag" style="color:rgb(255, 85, 114)">property</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"><</span><span class="token tag" style="color:rgb(255, 85, 114)">name</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain">xasecure.audit.destination.db.user</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"></</span><span class="token tag" style="color:rgb(255, 85, 114)">name</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"><</span><span class="token tag" style="color:rgb(255, 85, 114)">value</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain">rangeradmin</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"></</span><span class="token tag" style="color:rgb(255, 85, 114)">value</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"></</span><span class="token tag" style="color:rgb(255, 85, 114)">property</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token tag punctuation" style="color:rgb(199, 146, 234)"></</span><span class="token tag" style="color:rgb(255, 85, 114)">configuration</span><span class="token tag punctuation" style="color:rgb(199, 146, 234)">></span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" title="Copy" class="copyButton_eDfN clean-btn"><span class="copyButtonIcons_W9eQ" aria-hidden="true"><svg class="copyButtonIcon_XEyF" viewBox="0 0 24 24"><path 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 class="copyButtonSuccessIcon_i9w9" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div><h4 class="anchor anchorWithStickyNavbar_mojV" id="settings-for-apache-spark">Settings for Apache Spark<a class="hash-link" href="#settings-for-apache-spark" title="Direct link to heading"></a></h4><p>You can configure <code>spark.sql.extensions</code> with the <code>*Extension</code> we provided. |
| For example, <code>spark.sql.extensions=org.apache.submarine.spark.security.api.RangerSparkAuthzExtension</code></p><p>Currently, you can set the following options to <code>spark.sql.extensions</code> to choose authorization w/ or w/o |
| extra functions.</p><table><thead><tr><th>option</th><th>authorization</th><th>row filtering</th><th>data masking</th></tr></thead><tbody><tr><td>org.apache.submarine.spark.security.api.RangerSparkAuthzExtension</td><td>√</td><td>×</td><td>×</td></tr><tr><td>org.apache.submarine.spark.security.api.RangerSparkSQLExtension</td><td>√</td><td>√</td><td>√</td></tr></tbody></table></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/submarine/edit/master/website/versioned_docs/version-0.6.0/userDocs/submarine-security/spark-security/README.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_dcUD" 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_foO9"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><div class="pagination-nav__item"><a class="pagination-nav__link" href="/zh-cn/docs/0.6.0/userDocs/submarine-sdk/tracking"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Tracking</div></a></div><div class="pagination-nav__item pagination-nav__item--next"><a class="pagination-nav__link" href="/zh-cn/docs/0.6.0/userDocs/submarine-security/spark-security/build-submarine-spark-security-plugin"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Building Submarine Spark Security Plugin</div></a></div></nav></div></div><div class="col col--3"><div class="tableOfContents_cNA8 thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#build" class="table-of-contents__link toc-highlight">Build</a></li><li><a href="#quick-start" class="table-of-contents__link toc-highlight">Quick Start</a><ul><li><a href="#installation" class="table-of-contents__link toc-highlight">Installation</a></li><li><a href="#configurations" class="table-of-contents__link toc-highlight">Configurations</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">文档</div><ul class="footer__items"><li class="footer__item"><a class="footer__link-item" href="/zh-cn/docs/gettingStarted/quickstart">入门教程</a></li><li class="footer__item"><a class="footer__link-item" href="/zh-cn/docs/api/environment">API 文档</a></li></ul></div><div class="col footer__col"><div class="footer__title">社区</div><ul class="footer__items"><li class="footer__item"><a href="https://stackoverflow.com/questions/tagged/apache-submarine" target="_blank" rel="noopener noreferrer" class="footer__link-item">Stack Overflow<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_I5OW"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li><li class="footer__item"><a href="https://s.apache.org/slack-invite" target="_blank" rel="noopener noreferrer" class="footer__link-item">Slack<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_I5OW"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li></ul></div><div class="col footer__col"><div class="footer__title">更多</div><ul class="footer__items"><li class="footer__item"><a href="https://medium.com/@apache.submarine" target="_blank" rel="noopener noreferrer" class="footer__link-item">博客</a></li><li class="footer__item"><a href="https://github.com/apache/submarine" target="_blank" rel="noopener noreferrer" class="footer__link-item">GitHub<svg width="13.5" height="13.5" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_I5OW"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li></ul></div></div><div class="footer__bottom text--center"><div class="margin-bottom--sm"><a href="https://www.apache.org/" target="_blank" rel="noopener noreferrer" class="footerLogoLink_gHmE"><img src="https://hadoop.apache.org/asf_logo_wide.png" alt="Apache Open Source Logo" class="themedImage_W2Cr themedImage--light_TfLj footer__logo"><img src="https://hadoop.apache.org/asf_logo_wide.png" alt="Apache Open Source Logo" class="themedImage_W2Cr themedImage--dark_oUvU footer__logo"></a></div><div class="footer__copyright">Apache Submarine, Submarine, Apache, the Apache feather logo, and the Apache Submarine project logo are |
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