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| <a href="#writing-data-to-a-table" class="md-nav__link"> |
| <span class="md-ellipsis"> |
| Writing Data to a Table |
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| |
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| |
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| <a href="#reading-data-from-a-table" class="md-nav__link"> |
| <span class="md-ellipsis"> |
| Reading Data from a Table |
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| |
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| |
| <li class="md-nav__item"> |
| <a href="#adding-a-catalog" class="md-nav__link"> |
| <span class="md-ellipsis"> |
| Adding A Catalog |
| </span> |
| </a> |
| |
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| |
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| Next steps |
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| |
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| <a href="#adding-iceberg-to-spark" class="md-nav__link"> |
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| Adding Iceberg to Spark |
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| <article class="md-content__inner md-typeset"> |
| |
| |
| |
| |
| <h1>Spark</h1> |
| |
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| |
| <h2 id="spark-and-iceberg-quickstart">Spark and Iceberg Quickstart<a class="headerlink" href="#spark-and-iceberg-quickstart" title="Permanent link">🔗</a></h2> |
| <p>This guide will get you up and running with an Iceberg and Spark environment, including sample code to |
| highlight some powerful features. You can learn more about Iceberg's Spark runtime by checking out the <a href="../docs/latest/spark-ddl/">Spark</a> section.</p> |
| <ul> |
| <li><a href="#docker-compose">Docker-Compose</a></li> |
| <li><a href="#creating-a-table">Creating a table</a></li> |
| <li><a href="#writing-data-to-a-table">Writing Data to a Table</a></li> |
| <li><a href="#reading-data-from-a-table">Reading Data from a Table</a></li> |
| <li><a href="#adding-a-catalog">Adding A Catalog</a></li> |
| <li><a href="#next-steps">Next Steps</a></li> |
| </ul> |
| <h3 id="docker-compose">Docker-Compose<a class="headerlink" href="#docker-compose" title="Permanent link">🔗</a></h3> |
| <p>The fastest way to get started is to use a docker-compose file that uses the <a href="https://hub.docker.com/r/tabulario/spark-iceberg">tabulario/spark-iceberg</a> image |
| which contains a local Spark cluster with a configured Iceberg catalog. To use this, you'll need to install the <a href="https://docs.docker.com/get-docker/">Docker CLI</a> as well as the <a href="https://github.com/docker/compose-cli/blob/main/INSTALL.md">Docker Compose CLI</a>.</p> |
| <p>Once you have those, save the yaml below into a file named <code>docker-compose.yml</code>:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="nt">version</span><span class="p">:</span><span class="w"> </span><span class="s">"3"</span> |
| <a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a> |
| <a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a><span class="nt">services</span><span class="p">:</span> |
| <a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a><span class="w"> </span><span class="nt">spark-iceberg</span><span class="p">:</span> |
| <a id="__codelineno-0-5" name="__codelineno-0-5" href="#__codelineno-0-5"></a><span class="w"> </span><span class="nt">image</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">tabulario/spark-iceberg</span> |
| <a id="__codelineno-0-6" name="__codelineno-0-6" href="#__codelineno-0-6"></a><span class="w"> </span><span class="nt">container_name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">spark-iceberg</span> |
| <a id="__codelineno-0-7" name="__codelineno-0-7" href="#__codelineno-0-7"></a><span class="w"> </span><span class="nt">build</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">spark/</span> |
| <a id="__codelineno-0-8" name="__codelineno-0-8" href="#__codelineno-0-8"></a><span class="w"> </span><span class="nt">networks</span><span class="p">:</span> |
| <a id="__codelineno-0-9" name="__codelineno-0-9" href="#__codelineno-0-9"></a><span class="w"> </span><span class="nt">iceberg_net</span><span class="p">:</span> |
| <a id="__codelineno-0-10" name="__codelineno-0-10" href="#__codelineno-0-10"></a><span class="w"> </span><span class="nt">depends_on</span><span class="p">:</span> |
| <a id="__codelineno-0-11" name="__codelineno-0-11" href="#__codelineno-0-11"></a><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">rest</span> |
| <a id="__codelineno-0-12" name="__codelineno-0-12" href="#__codelineno-0-12"></a><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">minio</span> |
| <a id="__codelineno-0-13" name="__codelineno-0-13" href="#__codelineno-0-13"></a><span class="w"> </span><span class="nt">volumes</span><span class="p">:</span> |
| <a id="__codelineno-0-14" name="__codelineno-0-14" href="#__codelineno-0-14"></a><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">./warehouse:/home/iceberg/warehouse</span> |
| <a id="__codelineno-0-15" name="__codelineno-0-15" href="#__codelineno-0-15"></a><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">./notebooks:/home/iceberg/notebooks/notebooks</span> |
| <a id="__codelineno-0-16" name="__codelineno-0-16" href="#__codelineno-0-16"></a><span class="w"> </span><span class="nt">environment</span><span class="p">:</span> |
| <a id="__codelineno-0-17" name="__codelineno-0-17" href="#__codelineno-0-17"></a><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">AWS_ACCESS_KEY_ID=admin</span> |
| <a id="__codelineno-0-18" name="__codelineno-0-18" href="#__codelineno-0-18"></a><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">AWS_SECRET_ACCESS_KEY=password</span> |
| <a id="__codelineno-0-19" name="__codelineno-0-19" href="#__codelineno-0-19"></a><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">AWS_REGION=us-east-1</span> |
| <a id="__codelineno-0-20" name="__codelineno-0-20" href="#__codelineno-0-20"></a><span class="w"> </span><span class="nt">ports</span><span class="p">:</span> |
| <a id="__codelineno-0-21" name="__codelineno-0-21" href="#__codelineno-0-21"></a><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">8888:8888</span> |
| <a id="__codelineno-0-22" name="__codelineno-0-22" href="#__codelineno-0-22"></a><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">8080:8080</span> |
| <a id="__codelineno-0-23" name="__codelineno-0-23" href="#__codelineno-0-23"></a><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">10000:10000</span> |
| <a id="__codelineno-0-24" name="__codelineno-0-24" href="#__codelineno-0-24"></a><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">10001:10001</span> |
| <a id="__codelineno-0-25" name="__codelineno-0-25" href="#__codelineno-0-25"></a><span class="w"> </span><span class="nt">rest</span><span class="p">:</span> |
| <a id="__codelineno-0-26" name="__codelineno-0-26" href="#__codelineno-0-26"></a><span class="w"> </span><span class="nt">image</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">tabulario/iceberg-rest</span> |
| <a id="__codelineno-0-27" name="__codelineno-0-27" href="#__codelineno-0-27"></a><span class="w"> </span><span class="nt">container_name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">iceberg-rest</span> |
| <a id="__codelineno-0-28" name="__codelineno-0-28" href="#__codelineno-0-28"></a><span class="w"> </span><span class="nt">networks</span><span class="p">:</span> |
| <a id="__codelineno-0-29" name="__codelineno-0-29" href="#__codelineno-0-29"></a><span class="w"> </span><span class="nt">iceberg_net</span><span class="p">:</span> |
| <a id="__codelineno-0-30" name="__codelineno-0-30" href="#__codelineno-0-30"></a><span class="w"> </span><span class="nt">ports</span><span class="p">:</span> |
| <a id="__codelineno-0-31" name="__codelineno-0-31" href="#__codelineno-0-31"></a><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">8181:8181</span> |
| <a id="__codelineno-0-32" name="__codelineno-0-32" href="#__codelineno-0-32"></a><span class="w"> </span><span class="nt">environment</span><span class="p">:</span> |
| <a id="__codelineno-0-33" name="__codelineno-0-33" href="#__codelineno-0-33"></a><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">AWS_ACCESS_KEY_ID=admin</span> |
| <a id="__codelineno-0-34" name="__codelineno-0-34" href="#__codelineno-0-34"></a><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">AWS_SECRET_ACCESS_KEY=password</span> |
| <a id="__codelineno-0-35" name="__codelineno-0-35" href="#__codelineno-0-35"></a><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">AWS_REGION=us-east-1</span> |
| <a id="__codelineno-0-36" name="__codelineno-0-36" href="#__codelineno-0-36"></a><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">CATALOG_WAREHOUSE=s3://warehouse/</span> |
| <a id="__codelineno-0-37" name="__codelineno-0-37" href="#__codelineno-0-37"></a><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">CATALOG_IO__IMPL=org.apache.iceberg.aws.s3.S3FileIO</span> |
| <a id="__codelineno-0-38" name="__codelineno-0-38" href="#__codelineno-0-38"></a><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">CATALOG_S3_ENDPOINT=http://minio:9000</span> |
| <a id="__codelineno-0-39" name="__codelineno-0-39" href="#__codelineno-0-39"></a><span class="w"> </span><span class="nt">minio</span><span class="p">:</span> |
| <a id="__codelineno-0-40" name="__codelineno-0-40" href="#__codelineno-0-40"></a><span class="w"> </span><span class="nt">image</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">minio/minio</span> |
| <a id="__codelineno-0-41" name="__codelineno-0-41" href="#__codelineno-0-41"></a><span class="w"> </span><span class="nt">container_name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">minio</span> |
| <a id="__codelineno-0-42" name="__codelineno-0-42" href="#__codelineno-0-42"></a><span class="w"> </span><span class="nt">environment</span><span class="p">:</span> |
| <a id="__codelineno-0-43" name="__codelineno-0-43" href="#__codelineno-0-43"></a><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">MINIO_ROOT_USER=admin</span> |
| <a id="__codelineno-0-44" name="__codelineno-0-44" href="#__codelineno-0-44"></a><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">MINIO_ROOT_PASSWORD=password</span> |
| <a id="__codelineno-0-45" name="__codelineno-0-45" href="#__codelineno-0-45"></a><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">MINIO_DOMAIN=minio</span> |
| <a id="__codelineno-0-46" name="__codelineno-0-46" href="#__codelineno-0-46"></a><span class="w"> </span><span class="nt">networks</span><span class="p">:</span> |
| <a id="__codelineno-0-47" name="__codelineno-0-47" href="#__codelineno-0-47"></a><span class="w"> </span><span class="nt">iceberg_net</span><span class="p">:</span> |
| <a id="__codelineno-0-48" name="__codelineno-0-48" href="#__codelineno-0-48"></a><span class="w"> </span><span class="nt">aliases</span><span class="p">:</span> |
| <a id="__codelineno-0-49" name="__codelineno-0-49" href="#__codelineno-0-49"></a><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">warehouse.minio</span> |
| <a id="__codelineno-0-50" name="__codelineno-0-50" href="#__codelineno-0-50"></a><span class="w"> </span><span class="nt">ports</span><span class="p">:</span> |
| <a id="__codelineno-0-51" name="__codelineno-0-51" href="#__codelineno-0-51"></a><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">9001:9001</span> |
| <a id="__codelineno-0-52" name="__codelineno-0-52" href="#__codelineno-0-52"></a><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">9000:9000</span> |
| <a id="__codelineno-0-53" name="__codelineno-0-53" href="#__codelineno-0-53"></a><span class="w"> </span><span class="nt">command</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="s">"server"</span><span class="p p-Indicator">,</span><span class="w"> </span><span class="s">"/data"</span><span class="p p-Indicator">,</span><span class="w"> </span><span class="s">"--console-address"</span><span class="p p-Indicator">,</span><span class="w"> </span><span class="s">":9001"</span><span class="p p-Indicator">]</span> |
| <a id="__codelineno-0-54" name="__codelineno-0-54" href="#__codelineno-0-54"></a><span class="w"> </span><span class="nt">mc</span><span class="p">:</span> |
| <a id="__codelineno-0-55" name="__codelineno-0-55" href="#__codelineno-0-55"></a><span class="w"> </span><span class="nt">depends_on</span><span class="p">:</span> |
| <a id="__codelineno-0-56" name="__codelineno-0-56" href="#__codelineno-0-56"></a><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">minio</span> |
| <a id="__codelineno-0-57" name="__codelineno-0-57" href="#__codelineno-0-57"></a><span class="w"> </span><span class="nt">image</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">minio/mc</span> |
| <a id="__codelineno-0-58" name="__codelineno-0-58" href="#__codelineno-0-58"></a><span class="w"> </span><span class="nt">container_name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">mc</span> |
| <a id="__codelineno-0-59" name="__codelineno-0-59" href="#__codelineno-0-59"></a><span class="w"> </span><span class="nt">networks</span><span class="p">:</span> |
| <a id="__codelineno-0-60" name="__codelineno-0-60" href="#__codelineno-0-60"></a><span class="w"> </span><span class="nt">iceberg_net</span><span class="p">:</span> |
| <a id="__codelineno-0-61" name="__codelineno-0-61" href="#__codelineno-0-61"></a><span class="w"> </span><span class="nt">environment</span><span class="p">:</span> |
| <a id="__codelineno-0-62" name="__codelineno-0-62" href="#__codelineno-0-62"></a><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">AWS_ACCESS_KEY_ID=admin</span> |
| <a id="__codelineno-0-63" name="__codelineno-0-63" href="#__codelineno-0-63"></a><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">AWS_SECRET_ACCESS_KEY=password</span> |
| <a id="__codelineno-0-64" name="__codelineno-0-64" href="#__codelineno-0-64"></a><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">AWS_REGION=us-east-1</span> |
| <a id="__codelineno-0-65" name="__codelineno-0-65" href="#__codelineno-0-65"></a><span class="w"> </span><span class="nt">entrypoint</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">></span> |
| <a id="__codelineno-0-66" name="__codelineno-0-66" href="#__codelineno-0-66"></a><span class="w"> </span><span class="no">/bin/sh -c "</span> |
| <a id="__codelineno-0-67" name="__codelineno-0-67" href="#__codelineno-0-67"></a><span class="w"> </span><span class="no">until (/usr/bin/mc config host add minio http://minio:9000 admin password) do echo '...waiting...' && sleep 1; done;</span> |
| <a id="__codelineno-0-68" name="__codelineno-0-68" href="#__codelineno-0-68"></a><span class="w"> </span><span class="no">/usr/bin/mc rm -r --force minio/warehouse;</span> |
| <a id="__codelineno-0-69" name="__codelineno-0-69" href="#__codelineno-0-69"></a><span class="w"> </span><span class="no">/usr/bin/mc mb minio/warehouse;</span> |
| <a id="__codelineno-0-70" name="__codelineno-0-70" href="#__codelineno-0-70"></a><span class="w"> </span><span class="no">/usr/bin/mc policy set public minio/warehouse;</span> |
| <a id="__codelineno-0-71" name="__codelineno-0-71" href="#__codelineno-0-71"></a><span class="w"> </span><span class="no">tail -f /dev/null</span> |
| <a id="__codelineno-0-72" name="__codelineno-0-72" href="#__codelineno-0-72"></a><span class="w"> </span><span class="no">"</span> |
| <a id="__codelineno-0-73" name="__codelineno-0-73" href="#__codelineno-0-73"></a><span class="nt">networks</span><span class="p">:</span> |
| <a id="__codelineno-0-74" name="__codelineno-0-74" href="#__codelineno-0-74"></a><span class="w"> </span><span class="nt">iceberg_net</span><span class="p">:</span> |
| </code></pre></div> |
| <p>Next, start up the docker containers with this command: |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a>docker-compose<span class="w"> </span>up |
| </code></pre></div></p> |
| <p>You can then run any of the following commands to start a Spark session.</p> |
| <div class="tabbed-set tabbed-alternate" data-tabs="1:3"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">SparkSQL</label><label for="__tabbed_1_2">Spark-Shell</label><label for="__tabbed_1_3">PySpark</label></div> |
| <div class="tabbed-content"> |
| <div class="tabbed-block"> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a>docker<span class="w"> </span><span class="nb">exec</span><span class="w"> </span>-it<span class="w"> </span>spark-iceberg<span class="w"> </span>spark-sql |
| </code></pre></div> |
| </div> |
| <div class="tabbed-block"> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-3-1" name="__codelineno-3-1" href="#__codelineno-3-1"></a>docker<span class="w"> </span><span class="nb">exec</span><span class="w"> </span>-it<span class="w"> </span>spark-iceberg<span class="w"> </span>spark-shell |
| </code></pre></div> |
| </div> |
| <div class="tabbed-block"> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-4-1" name="__codelineno-4-1" href="#__codelineno-4-1"></a>docker<span class="w"> </span><span class="nb">exec</span><span class="w"> </span>-it<span class="w"> </span>spark-iceberg<span class="w"> </span>pyspark |
| </code></pre></div> |
| </div> |
| </div> |
| </div> |
| <div class="admonition note"> |
| <p class="admonition-title">Note</p> |
| <p>You can also launch a notebook server by running <code>docker exec -it spark-iceberg notebook</code>. |
| The notebook server will be available at <a href="http://localhost:8888">http://localhost:8888</a></p> |
| </div> |
| <h3 id="creating-a-table">Creating a table<a class="headerlink" href="#creating-a-table" title="Permanent link">🔗</a></h3> |
| <p>To create your first Iceberg table in Spark, run a <a href="../docs/latest/spark-ddl/#create-table"><code>CREATE TABLE</code></a> command. Let's create a table |
| using <code>demo.nyc.taxis</code> where <code>demo</code> is the catalog name, <code>nyc</code> is the database name, and <code>taxis</code> is the table name.</p> |
| <div class="tabbed-set tabbed-alternate" data-tabs="2:3"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">SparkSQL</label><label for="__tabbed_2_2">Spark-Shell</label><label for="__tabbed_2_3">PySpark</label></div> |
| <div class="tabbed-content"> |
| <div class="tabbed-block"> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-5-1" name="__codelineno-5-1" href="#__codelineno-5-1"></a><span class="k">CREATE</span><span class="w"> </span><span class="k">TABLE</span><span class="w"> </span><span class="n">demo</span><span class="p">.</span><span class="n">nyc</span><span class="p">.</span><span class="n">taxis</span> |
| <a id="__codelineno-5-2" name="__codelineno-5-2" href="#__codelineno-5-2"></a><span class="p">(</span> |
| <a id="__codelineno-5-3" name="__codelineno-5-3" href="#__codelineno-5-3"></a><span class="w"> </span><span class="n">vendor_id</span><span class="w"> </span><span class="nb">bigint</span><span class="p">,</span> |
| <a id="__codelineno-5-4" name="__codelineno-5-4" href="#__codelineno-5-4"></a><span class="w"> </span><span class="n">trip_id</span><span class="w"> </span><span class="nb">bigint</span><span class="p">,</span> |
| <a id="__codelineno-5-5" name="__codelineno-5-5" href="#__codelineno-5-5"></a><span class="w"> </span><span class="n">trip_distance</span><span class="w"> </span><span class="nb">float</span><span class="p">,</span> |
| <a id="__codelineno-5-6" name="__codelineno-5-6" href="#__codelineno-5-6"></a><span class="w"> </span><span class="n">fare_amount</span><span class="w"> </span><span class="n">double</span><span class="p">,</span> |
| <a id="__codelineno-5-7" name="__codelineno-5-7" href="#__codelineno-5-7"></a><span class="w"> </span><span class="n">store_and_fwd_flag</span><span class="w"> </span><span class="n">string</span> |
| <a id="__codelineno-5-8" name="__codelineno-5-8" href="#__codelineno-5-8"></a><span class="p">)</span> |
| <a id="__codelineno-5-9" name="__codelineno-5-9" href="#__codelineno-5-9"></a><span class="n">PARTITIONED</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="p">(</span><span class="n">vendor_id</span><span class="p">);</span> |
| </code></pre></div> |
| </div> |
| <div class="tabbed-block"> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-6-1" name="__codelineno-6-1" href="#__codelineno-6-1"></a><span class="k">import</span><span class="w"> </span><span class="nn">org</span><span class="p">.</span><span class="nn">apache</span><span class="p">.</span><span class="nn">spark</span><span class="p">.</span><span class="nn">sql</span><span class="p">.</span><span class="nn">types</span><span class="p">.</span><span class="n">_</span> |
| <a id="__codelineno-6-2" name="__codelineno-6-2" href="#__codelineno-6-2"></a><span class="k">import</span><span class="w"> </span><span class="nn">org</span><span class="p">.</span><span class="nn">apache</span><span class="p">.</span><span class="nn">spark</span><span class="p">.</span><span class="nn">sql</span><span class="p">.</span><span class="nc">Row</span> |
| <a id="__codelineno-6-3" name="__codelineno-6-3" href="#__codelineno-6-3"></a><span class="kd">val</span><span class="w"> </span><span class="n">schema</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nc">StructType</span><span class="p">(</span><span class="w"> </span><span class="nc">Array</span><span class="p">(</span> |
| <a id="__codelineno-6-4" name="__codelineno-6-4" href="#__codelineno-6-4"></a><span class="w"> </span><span class="nc">StructField</span><span class="p">(</span><span class="s">"vendor_id"</span><span class="p">,</span><span class="w"> </span><span class="nc">LongType</span><span class="p">,</span><span class="kc">true</span><span class="p">),</span> |
| <a id="__codelineno-6-5" name="__codelineno-6-5" href="#__codelineno-6-5"></a><span class="w"> </span><span class="nc">StructField</span><span class="p">(</span><span class="s">"trip_id"</span><span class="p">,</span><span class="w"> </span><span class="nc">LongType</span><span class="p">,</span><span class="kc">true</span><span class="p">),</span> |
| <a id="__codelineno-6-6" name="__codelineno-6-6" href="#__codelineno-6-6"></a><span class="w"> </span><span class="nc">StructField</span><span class="p">(</span><span class="s">"trip_distance"</span><span class="p">,</span><span class="w"> </span><span class="nc">FloatType</span><span class="p">,</span><span class="kc">true</span><span class="p">),</span> |
| <a id="__codelineno-6-7" name="__codelineno-6-7" href="#__codelineno-6-7"></a><span class="w"> </span><span class="nc">StructField</span><span class="p">(</span><span class="s">"fare_amount"</span><span class="p">,</span><span class="w"> </span><span class="nc">DoubleType</span><span class="p">,</span><span class="kc">true</span><span class="p">),</span> |
| <a id="__codelineno-6-8" name="__codelineno-6-8" href="#__codelineno-6-8"></a><span class="w"> </span><span class="nc">StructField</span><span class="p">(</span><span class="s">"store_and_fwd_flag"</span><span class="p">,</span><span class="w"> </span><span class="nc">StringType</span><span class="p">,</span><span class="kc">true</span><span class="p">)</span> |
| <a id="__codelineno-6-9" name="__codelineno-6-9" href="#__codelineno-6-9"></a><span class="p">))</span> |
| <a id="__codelineno-6-10" name="__codelineno-6-10" href="#__codelineno-6-10"></a><span class="kd">val</span><span class="w"> </span><span class="n">df</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">spark</span><span class="p">.</span><span class="n">createDataFrame</span><span class="p">(</span><span class="n">spark</span><span class="p">.</span><span class="n">sparkContext</span><span class="p">.</span><span class="n">emptyRDD</span><span class="p">[</span><span class="nc">Row</span><span class="p">],</span><span class="n">schema</span><span class="p">)</span> |
| <a id="__codelineno-6-11" name="__codelineno-6-11" href="#__codelineno-6-11"></a><span class="n">df</span><span class="p">.</span><span class="n">writeTo</span><span class="p">(</span><span class="s">"demo.nyc.taxis"</span><span class="p">).</span><span class="n">create</span><span class="p">()</span> |
| </code></pre></div> |
| </div> |
| <div class="tabbed-block"> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-7-1" name="__codelineno-7-1" href="#__codelineno-7-1"></a><span class="kn">from</span> <span class="nn">pyspark.sql.types</span> <span class="kn">import</span> <span class="n">DoubleType</span><span class="p">,</span> <span class="n">FloatType</span><span class="p">,</span> <span class="n">LongType</span><span class="p">,</span> <span class="n">StructType</span><span class="p">,</span><span class="n">StructField</span><span class="p">,</span> <span class="n">StringType</span> |
| <a id="__codelineno-7-2" name="__codelineno-7-2" href="#__codelineno-7-2"></a><span class="n">schema</span> <span class="o">=</span> <span class="n">StructType</span><span class="p">([</span> |
| <a id="__codelineno-7-3" name="__codelineno-7-3" href="#__codelineno-7-3"></a> <span class="n">StructField</span><span class="p">(</span><span class="s2">"vendor_id"</span><span class="p">,</span> <span class="n">LongType</span><span class="p">(),</span> <span class="kc">True</span><span class="p">),</span> |
| <a id="__codelineno-7-4" name="__codelineno-7-4" href="#__codelineno-7-4"></a> <span class="n">StructField</span><span class="p">(</span><span class="s2">"trip_id"</span><span class="p">,</span> <span class="n">LongType</span><span class="p">(),</span> <span class="kc">True</span><span class="p">),</span> |
| <a id="__codelineno-7-5" name="__codelineno-7-5" href="#__codelineno-7-5"></a> <span class="n">StructField</span><span class="p">(</span><span class="s2">"trip_distance"</span><span class="p">,</span> <span class="n">FloatType</span><span class="p">(),</span> <span class="kc">True</span><span class="p">),</span> |
| <a id="__codelineno-7-6" name="__codelineno-7-6" href="#__codelineno-7-6"></a> <span class="n">StructField</span><span class="p">(</span><span class="s2">"fare_amount"</span><span class="p">,</span> <span class="n">DoubleType</span><span class="p">(),</span> <span class="kc">True</span><span class="p">),</span> |
| <a id="__codelineno-7-7" name="__codelineno-7-7" href="#__codelineno-7-7"></a> <span class="n">StructField</span><span class="p">(</span><span class="s2">"store_and_fwd_flag"</span><span class="p">,</span> <span class="n">StringType</span><span class="p">(),</span> <span class="kc">True</span><span class="p">)</span> |
| <a id="__codelineno-7-8" name="__codelineno-7-8" href="#__codelineno-7-8"></a><span class="p">])</span> |
| <a id="__codelineno-7-9" name="__codelineno-7-9" href="#__codelineno-7-9"></a> |
| <a id="__codelineno-7-10" name="__codelineno-7-10" href="#__codelineno-7-10"></a><span class="n">df</span> <span class="o">=</span> <span class="n">spark</span><span class="o">.</span><span class="n">createDataFrame</span><span class="p">([],</span> <span class="n">schema</span><span class="p">)</span> |
| <a id="__codelineno-7-11" name="__codelineno-7-11" href="#__codelineno-7-11"></a><span class="n">df</span><span class="o">.</span><span class="n">writeTo</span><span class="p">(</span><span class="s2">"demo.nyc.taxis"</span><span class="p">)</span><span class="o">.</span><span class="n">create</span><span class="p">()</span> |
| </code></pre></div> |
| </div> |
| </div> |
| </div> |
| <p>Iceberg catalogs support the full range of SQL DDL commands, including:</p> |
| <ul> |
| <li><a href="../docs/latest/spark-ddl/#create-table"><code>CREATE TABLE ... PARTITIONED BY</code></a></li> |
| <li><a href="../docs/latest/spark-ddl/#create-table--as-select"><code>CREATE TABLE ... AS SELECT</code></a></li> |
| <li><a href="../docs/latest/spark-ddl/#alter-table"><code>ALTER TABLE</code></a></li> |
| <li><a href="../docs/latest/spark-ddl/#drop-table"><code>DROP TABLE</code></a></li> |
| </ul> |
| <h3 id="writing-data-to-a-table">Writing Data to a Table<a class="headerlink" href="#writing-data-to-a-table" title="Permanent link">🔗</a></h3> |
| <p>Once your table is created, you can insert records.</p> |
| <div class="tabbed-set tabbed-alternate" data-tabs="3:3"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">SparkSQL</label><label for="__tabbed_3_2">Spark-Shell</label><label for="__tabbed_3_3">PySpark</label></div> |
| <div class="tabbed-content"> |
| <div class="tabbed-block"> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-8-1" name="__codelineno-8-1" href="#__codelineno-8-1"></a><span class="k">INSERT</span><span class="w"> </span><span class="k">INTO</span><span class="w"> </span><span class="n">demo</span><span class="p">.</span><span class="n">nyc</span><span class="p">.</span><span class="n">taxis</span> |
| <a id="__codelineno-8-2" name="__codelineno-8-2" href="#__codelineno-8-2"></a><span class="k">VALUES</span><span class="w"> </span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1000371</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">.</span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">15</span><span class="p">.</span><span class="mi">32</span><span class="p">,</span><span class="w"> </span><span class="s1">'N'</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">1000372</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">.</span><span class="mi">5</span><span class="p">,</span><span class="w"> </span><span class="mi">22</span><span class="p">.</span><span class="mi">15</span><span class="p">,</span><span class="w"> </span><span class="s1">'N'</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="mi">1000373</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">.</span><span class="mi">9</span><span class="p">,</span><span class="w"> </span><span class="mi">9</span><span class="p">.</span><span class="mi">01</span><span class="p">,</span><span class="w"> </span><span class="s1">'N'</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">1000374</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">.</span><span class="mi">4</span><span class="p">,</span><span class="w"> </span><span class="mi">42</span><span class="p">.</span><span class="mi">13</span><span class="p">,</span><span class="w"> </span><span class="s1">'Y'</span><span class="p">);</span> |
| </code></pre></div> |
| </div> |
| <div class="tabbed-block"> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-9-1" name="__codelineno-9-1" href="#__codelineno-9-1"></a><span class="k">import</span><span class="w"> </span><span class="nn">org</span><span class="p">.</span><span class="nn">apache</span><span class="p">.</span><span class="nn">spark</span><span class="p">.</span><span class="nn">sql</span><span class="p">.</span><span class="nc">Row</span> |
| <a id="__codelineno-9-2" name="__codelineno-9-2" href="#__codelineno-9-2"></a> |
| <a id="__codelineno-9-3" name="__codelineno-9-3" href="#__codelineno-9-3"></a><span class="kd">val</span><span class="w"> </span><span class="n">schema</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">spark</span><span class="p">.</span><span class="n">table</span><span class="p">(</span><span class="s">"demo.nyc.taxis"</span><span class="p">).</span><span class="n">schema</span> |
| <a id="__codelineno-9-4" name="__codelineno-9-4" href="#__codelineno-9-4"></a><span class="kd">val</span><span class="w"> </span><span class="n">data</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nc">Seq</span><span class="p">(</span> |
| <a id="__codelineno-9-5" name="__codelineno-9-5" href="#__codelineno-9-5"></a><span class="w"> </span><span class="nc">Row</span><span class="p">(</span><span class="mi">1</span><span class="p">:</span><span class="w"> </span><span class="nc">Long</span><span class="p">,</span><span class="w"> </span><span class="mi">1000371</span><span class="p">:</span><span class="w"> </span><span class="nc">Long</span><span class="p">,</span><span class="w"> </span><span class="mf">1.8f</span><span class="p">:</span><span class="w"> </span><span class="nc">Float</span><span class="p">,</span><span class="w"> </span><span class="mf">15.32</span><span class="p">:</span><span class="w"> </span><span class="nc">Double</span><span class="p">,</span><span class="w"> </span><span class="s">"N"</span><span class="p">:</span><span class="w"> </span><span class="nc">String</span><span class="p">),</span> |
| <a id="__codelineno-9-6" name="__codelineno-9-6" href="#__codelineno-9-6"></a><span class="w"> </span><span class="nc">Row</span><span class="p">(</span><span class="mi">2</span><span class="p">:</span><span class="w"> </span><span class="nc">Long</span><span class="p">,</span><span class="w"> </span><span class="mi">1000372</span><span class="p">:</span><span class="w"> </span><span class="nc">Long</span><span class="p">,</span><span class="w"> </span><span class="mf">2.5f</span><span class="p">:</span><span class="w"> </span><span class="nc">Float</span><span class="p">,</span><span class="w"> </span><span class="mf">22.15</span><span class="p">:</span><span class="w"> </span><span class="nc">Double</span><span class="p">,</span><span class="w"> </span><span class="s">"N"</span><span class="p">:</span><span class="w"> </span><span class="nc">String</span><span class="p">),</span> |
| <a id="__codelineno-9-7" name="__codelineno-9-7" href="#__codelineno-9-7"></a><span class="w"> </span><span class="nc">Row</span><span class="p">(</span><span class="mi">2</span><span class="p">:</span><span class="w"> </span><span class="nc">Long</span><span class="p">,</span><span class="w"> </span><span class="mi">1000373</span><span class="p">:</span><span class="w"> </span><span class="nc">Long</span><span class="p">,</span><span class="w"> </span><span class="mf">0.9f</span><span class="p">:</span><span class="w"> </span><span class="nc">Float</span><span class="p">,</span><span class="w"> </span><span class="mf">9.01</span><span class="p">:</span><span class="w"> </span><span class="nc">Double</span><span class="p">,</span><span class="w"> </span><span class="s">"N"</span><span class="p">:</span><span class="w"> </span><span class="nc">String</span><span class="p">),</span> |
| <a id="__codelineno-9-8" name="__codelineno-9-8" href="#__codelineno-9-8"></a><span class="w"> </span><span class="nc">Row</span><span class="p">(</span><span class="mi">1</span><span class="p">:</span><span class="w"> </span><span class="nc">Long</span><span class="p">,</span><span class="w"> </span><span class="mi">1000374</span><span class="p">:</span><span class="w"> </span><span class="nc">Long</span><span class="p">,</span><span class="w"> </span><span class="mf">8.4f</span><span class="p">:</span><span class="w"> </span><span class="nc">Float</span><span class="p">,</span><span class="w"> </span><span class="mf">42.13</span><span class="p">:</span><span class="w"> </span><span class="nc">Double</span><span class="p">,</span><span class="w"> </span><span class="s">"Y"</span><span class="p">:</span><span class="w"> </span><span class="nc">String</span><span class="p">)</span> |
| <a id="__codelineno-9-9" name="__codelineno-9-9" href="#__codelineno-9-9"></a><span class="p">)</span> |
| <a id="__codelineno-9-10" name="__codelineno-9-10" href="#__codelineno-9-10"></a><span class="kd">val</span><span class="w"> </span><span class="n">df</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">spark</span><span class="p">.</span><span class="n">createDataFrame</span><span class="p">(</span><span class="n">spark</span><span class="p">.</span><span class="n">sparkContext</span><span class="p">.</span><span class="n">parallelize</span><span class="p">(</span><span class="n">data</span><span class="p">),</span><span class="w"> </span><span class="n">schema</span><span class="p">)</span> |
| <a id="__codelineno-9-11" name="__codelineno-9-11" href="#__codelineno-9-11"></a><span class="n">df</span><span class="p">.</span><span class="n">writeTo</span><span class="p">(</span><span class="s">"demo.nyc.taxis"</span><span class="p">).</span><span class="n">append</span><span class="p">()</span> |
| </code></pre></div> |
| </div> |
| <div class="tabbed-block"> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-10-1" name="__codelineno-10-1" href="#__codelineno-10-1"></a><span class="n">schema</span> <span class="o">=</span> <span class="n">spark</span><span class="o">.</span><span class="n">table</span><span class="p">(</span><span class="s2">"demo.nyc.taxis"</span><span class="p">)</span><span class="o">.</span><span class="n">schema</span> |
| <a id="__codelineno-10-2" name="__codelineno-10-2" href="#__codelineno-10-2"></a><span class="n">data</span> <span class="o">=</span> <span class="p">[</span> |
| <a id="__codelineno-10-3" name="__codelineno-10-3" href="#__codelineno-10-3"></a> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1000371</span><span class="p">,</span> <span class="mf">1.8</span><span class="p">,</span> <span class="mf">15.32</span><span class="p">,</span> <span class="s2">"N"</span><span class="p">),</span> |
| <a id="__codelineno-10-4" name="__codelineno-10-4" href="#__codelineno-10-4"></a> <span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">1000372</span><span class="p">,</span> <span class="mf">2.5</span><span class="p">,</span> <span class="mf">22.15</span><span class="p">,</span> <span class="s2">"N"</span><span class="p">),</span> |
| <a id="__codelineno-10-5" name="__codelineno-10-5" href="#__codelineno-10-5"></a> <span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">1000373</span><span class="p">,</span> <span class="mf">0.9</span><span class="p">,</span> <span class="mf">9.01</span><span class="p">,</span> <span class="s2">"N"</span><span class="p">),</span> |
| <a id="__codelineno-10-6" name="__codelineno-10-6" href="#__codelineno-10-6"></a> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1000374</span><span class="p">,</span> <span class="mf">8.4</span><span class="p">,</span> <span class="mf">42.13</span><span class="p">,</span> <span class="s2">"Y"</span><span class="p">)</span> |
| <a id="__codelineno-10-7" name="__codelineno-10-7" href="#__codelineno-10-7"></a> <span class="p">]</span> |
| <a id="__codelineno-10-8" name="__codelineno-10-8" href="#__codelineno-10-8"></a><span class="n">df</span> <span class="o">=</span> <span class="n">spark</span><span class="o">.</span><span class="n">createDataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">schema</span><span class="p">)</span> |
| <a id="__codelineno-10-9" name="__codelineno-10-9" href="#__codelineno-10-9"></a><span class="n">df</span><span class="o">.</span><span class="n">writeTo</span><span class="p">(</span><span class="s2">"demo.nyc.taxis"</span><span class="p">)</span><span class="o">.</span><span class="n">append</span><span class="p">()</span> |
| </code></pre></div> |
| </div> |
| </div> |
| </div> |
| <h3 id="reading-data-from-a-table">Reading Data from a Table<a class="headerlink" href="#reading-data-from-a-table" title="Permanent link">🔗</a></h3> |
| <p>To read a table, simply use the Iceberg table's name.</p> |
| <div class="tabbed-set tabbed-alternate" data-tabs="4:3"><input checked="checked" id="__tabbed_4_1" name="__tabbed_4" type="radio" /><input id="__tabbed_4_2" name="__tabbed_4" type="radio" /><input id="__tabbed_4_3" name="__tabbed_4" type="radio" /><div class="tabbed-labels"><label for="__tabbed_4_1">SparkSQL</label><label for="__tabbed_4_2">Spark-Shell</label><label for="__tabbed_4_3">PySpark</label></div> |
| <div class="tabbed-content"> |
| <div class="tabbed-block"> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-11-1" name="__codelineno-11-1" href="#__codelineno-11-1"></a><span class="k">SELECT</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="n">demo</span><span class="p">.</span><span class="n">nyc</span><span class="p">.</span><span class="n">taxis</span><span class="p">;</span> |
| </code></pre></div> |
| </div> |
| <div class="tabbed-block"> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-12-1" name="__codelineno-12-1" href="#__codelineno-12-1"></a><span class="kd">val</span><span class="w"> </span><span class="n">df</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">spark</span><span class="p">.</span><span class="n">table</span><span class="p">(</span><span class="s">"demo.nyc.taxis"</span><span class="p">).</span><span class="n">show</span><span class="p">()</span> |
| </code></pre></div> |
| </div> |
| <div class="tabbed-block"> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-13-1" name="__codelineno-13-1" href="#__codelineno-13-1"></a><span class="n">df</span> <span class="o">=</span> <span class="n">spark</span><span class="o">.</span><span class="n">table</span><span class="p">(</span><span class="s2">"demo.nyc.taxis"</span><span class="p">)</span><span class="o">.</span><span class="n">show</span><span class="p">()</span> |
| </code></pre></div> |
| </div> |
| </div> |
| </div> |
| <h3 id="adding-a-catalog">Adding A Catalog<a class="headerlink" href="#adding-a-catalog" title="Permanent link">🔗</a></h3> |
| <p>Iceberg has several catalog back-ends that can be used to track tables, like JDBC, Hive MetaStore and Glue. |
| Catalogs are configured using properties under <code>spark.sql.catalog.(catalog_name)</code>. In this guide, |
| we use JDBC, but you can follow these instructions to configure other catalog types. To learn more, check out |
| the <a href="../docs/latest/spark-configuration/#catalogs">Catalog</a> page in the Spark section.</p> |
| <p>This configuration creates a path-based catalog named <code>local</code> for tables under <code>$PWD/warehouse</code> and adds support for Iceberg tables to Spark's built-in catalog.</p> |
| <div class="tabbed-set tabbed-alternate" data-tabs="5:2"><input checked="checked" id="__tabbed_5_1" name="__tabbed_5" type="radio" /><input id="__tabbed_5_2" name="__tabbed_5" type="radio" /><div class="tabbed-labels"><label for="__tabbed_5_1">CLI</label><label for="__tabbed_5_2">spark-defaults.conf</label></div> |
| <div class="tabbed-content"> |
| <div class="tabbed-block"> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-14-1" name="__codelineno-14-1" href="#__codelineno-14-1"></a>spark-sql<span class="w"> </span>--packages<span class="w"> </span>org.apache.iceberg:iceberg-spark-runtime-3.5_2.12:1.5.2<span class="se">\</span> |
| <a id="__codelineno-14-2" name="__codelineno-14-2" href="#__codelineno-14-2"></a><span class="w"> </span>--conf<span class="w"> </span>spark.sql.extensions<span class="o">=</span>org.apache.iceberg.spark.extensions.IcebergSparkSessionExtensions<span class="w"> </span><span class="se">\</span> |
| <a id="__codelineno-14-3" name="__codelineno-14-3" href="#__codelineno-14-3"></a><span class="w"> </span>--conf<span class="w"> </span>spark.sql.catalog.spark_catalog<span class="o">=</span>org.apache.iceberg.spark.SparkSessionCatalog<span class="w"> </span><span class="se">\</span> |
| <a id="__codelineno-14-4" name="__codelineno-14-4" href="#__codelineno-14-4"></a><span class="w"> </span>--conf<span class="w"> </span>spark.sql.catalog.spark_catalog.type<span class="o">=</span>hive<span class="w"> </span><span class="se">\</span> |
| <a id="__codelineno-14-5" name="__codelineno-14-5" href="#__codelineno-14-5"></a><span class="w"> </span>--conf<span class="w"> </span>spark.sql.catalog.local<span class="o">=</span>org.apache.iceberg.spark.SparkCatalog<span class="w"> </span><span class="se">\</span> |
| <a id="__codelineno-14-6" name="__codelineno-14-6" href="#__codelineno-14-6"></a><span class="w"> </span>--conf<span class="w"> </span>spark.sql.catalog.local.type<span class="o">=</span>hadoop<span class="w"> </span><span class="se">\</span> |
| <a id="__codelineno-14-7" name="__codelineno-14-7" href="#__codelineno-14-7"></a><span class="w"> </span>--conf<span class="w"> </span>spark.sql.catalog.local.warehouse<span class="o">=</span><span class="nv">$PWD</span>/warehouse<span class="w"> </span><span class="se">\</span> |
| <a id="__codelineno-14-8" name="__codelineno-14-8" href="#__codelineno-14-8"></a><span class="w"> </span>--conf<span class="w"> </span>spark.sql.defaultCatalog<span class="o">=</span><span class="nb">local</span> |
| </code></pre></div> |
| </div> |
| <div class="tabbed-block"> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-15-1" name="__codelineno-15-1" href="#__codelineno-15-1"></a>spark.jars.packages<span class="w"> </span>org.apache.iceberg:iceberg-spark-runtime-3.5_2.12:1.5.2 |
| <a id="__codelineno-15-2" name="__codelineno-15-2" href="#__codelineno-15-2"></a>spark.sql.extensions<span class="w"> </span>org.apache.iceberg.spark.extensions.IcebergSparkSessionExtensions |
| <a id="__codelineno-15-3" name="__codelineno-15-3" href="#__codelineno-15-3"></a>spark.sql.catalog.spark_catalog<span class="w"> </span>org.apache.iceberg.spark.SparkSessionCatalog |
| <a id="__codelineno-15-4" name="__codelineno-15-4" href="#__codelineno-15-4"></a>spark.sql.catalog.spark_catalog.type<span class="w"> </span>hive |
| <a id="__codelineno-15-5" name="__codelineno-15-5" href="#__codelineno-15-5"></a>spark.sql.catalog.local<span class="w"> </span>org.apache.iceberg.spark.SparkCatalog |
| <a id="__codelineno-15-6" name="__codelineno-15-6" href="#__codelineno-15-6"></a>spark.sql.catalog.local.type<span class="w"> </span>hadoop |
| <a id="__codelineno-15-7" name="__codelineno-15-7" href="#__codelineno-15-7"></a>spark.sql.catalog.local.warehouse<span class="w"> </span><span class="nv">$PWD</span>/warehouse |
| <a id="__codelineno-15-8" name="__codelineno-15-8" href="#__codelineno-15-8"></a>spark.sql.defaultCatalog<span class="w"> </span><span class="nb">local</span> |
| </code></pre></div> |
| </div> |
| </div> |
| </div> |
| <div class="admonition note"> |
| <p class="admonition-title">Note</p> |
| <p>If your Iceberg catalog is not set as the default catalog, you will have to switch to it by executing <code>USE local;</code></p> |
| </div> |
| <h3 id="next-steps">Next steps<a class="headerlink" href="#next-steps" title="Permanent link">🔗</a></h3> |
| <h4 id="adding-iceberg-to-spark">Adding Iceberg to Spark<a class="headerlink" href="#adding-iceberg-to-spark" title="Permanent link">🔗</a></h4> |
| <p>If you already have a Spark environment, you can add Iceberg, using the <code>--packages</code> option.</p> |
| <div class="tabbed-set tabbed-alternate" data-tabs="6:3"><input checked="checked" id="__tabbed_6_1" name="__tabbed_6" type="radio" /><input id="__tabbed_6_2" name="__tabbed_6" type="radio" /><input id="__tabbed_6_3" name="__tabbed_6" type="radio" /><div class="tabbed-labels"><label for="__tabbed_6_1">SparkSQL</label><label for="__tabbed_6_2">Spark-Shell</label><label for="__tabbed_6_3">PySpark</label></div> |
| <div class="tabbed-content"> |
| <div class="tabbed-block"> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-16-1" name="__codelineno-16-1" href="#__codelineno-16-1"></a>spark-sql<span class="w"> </span>--packages<span class="w"> </span>org.apache.iceberg:iceberg-spark-runtime-3.5_2.12:1.5.2 |
| </code></pre></div> |
| </div> |
| <div class="tabbed-block"> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-17-1" name="__codelineno-17-1" href="#__codelineno-17-1"></a>spark-shell<span class="w"> </span>--packages<span class="w"> </span>org.apache.iceberg:iceberg-spark-runtime-3.5_2.12:1.5.2 |
| </code></pre></div> |
| </div> |
| <div class="tabbed-block"> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-18-1" name="__codelineno-18-1" href="#__codelineno-18-1"></a>pyspark<span class="w"> </span>--packages<span class="w"> </span>org.apache.iceberg:iceberg-spark-runtime-3.5_2.12:1.5.2 |
| </code></pre></div> |
| </div> |
| </div> |
| </div> |
| <div class="admonition note"> |
| <p class="admonition-title">Note</p> |
| <p>If you want to include Iceberg in your Spark installation, add the Iceberg Spark runtime to Spark's <code>jars</code> folder. |
| You can download the runtime by visiting to the <a href="../releases/">Releases</a> page.</p> |
| </div> |
| <!-- markdown-link-check-disable-next-line --> |
| <h4 id="learn-more">Learn More<a class="headerlink" href="#learn-more" title="Permanent link">🔗</a></h4> |
| <p>Now that you're up an running with Iceberg and Spark, check out the <a href="../docs/latest/spark-ddl/">Iceberg-Spark docs</a> to learn more!</p> |
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