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| <h1 id="flink-writes">Flink Writes<a class="headerlink" href="#flink-writes" title="Permanent link">🔗</a></h1> |
| <p>Iceberg support batch and streaming writes With <a href="https://flink.apache.org/">Apache Flink</a>'s DataStream API and Table API.</p> |
| <h2 id="writing-with-sql">Writing with SQL<a class="headerlink" href="#writing-with-sql" title="Permanent link">🔗</a></h2> |
| <p>Iceberg support both <code>INSERT INTO</code> and <code>INSERT OVERWRITE</code>.</p> |
| <h3 id="insert-into"><code>INSERT INTO</code><a class="headerlink" href="#insert-into" title="Permanent link">🔗</a></h3> |
| <p>To append new data to a table with a Flink streaming job, use <code>INSERT INTO</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="k">INSERT</span><span class="w"> </span><span class="k">INTO</span><span class="w"> </span><span class="o">`</span><span class="n">hive_catalog</span><span class="o">`</span><span class="p">.</span><span class="o">`</span><span class="k">default</span><span class="o">`</span><span class="p">.</span><span class="o">`</span><span class="n">sample</span><span class="o">`</span><span class="w"> </span><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="s1">'a'</span><span class="p">);</span> |
| <a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a><span class="k">INSERT</span><span class="w"> </span><span class="k">INTO</span><span class="w"> </span><span class="o">`</span><span class="n">hive_catalog</span><span class="o">`</span><span class="p">.</span><span class="o">`</span><span class="k">default</span><span class="o">`</span><span class="p">.</span><span class="o">`</span><span class="n">sample</span><span class="o">`</span><span class="w"> </span><span class="k">SELECT</span><span class="w"> </span><span class="n">id</span><span class="p">,</span><span class="w"> </span><span class="k">data</span><span class="w"> </span><span class="k">from</span><span class="w"> </span><span class="n">other_kafka_table</span><span class="p">;</span> |
| </code></pre></div> |
| <h3 id="insert-overwrite"><code>INSERT OVERWRITE</code><a class="headerlink" href="#insert-overwrite" title="Permanent link">🔗</a></h3> |
| <p>To replace data in the table with the result of a query, use <code>INSERT OVERWRITE</code> in batch job (flink streaming job does not support <code>INSERT OVERWRITE</code>). Overwrites are atomic operations for Iceberg tables.</p> |
| <p>Partitions that have rows produced by the SELECT query will be replaced, for example:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a><span class="k">INSERT</span><span class="w"> </span><span class="n">OVERWRITE</span><span class="w"> </span><span class="n">sample</span><span class="w"> </span><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="s1">'a'</span><span class="p">);</span> |
| </code></pre></div> |
| <p>Iceberg also support overwriting given partitions by the <code>select</code> values:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a><span class="k">INSERT</span><span class="w"> </span><span class="n">OVERWRITE</span><span class="w"> </span><span class="o">`</span><span class="n">hive_catalog</span><span class="o">`</span><span class="p">.</span><span class="o">`</span><span class="k">default</span><span class="o">`</span><span class="p">.</span><span class="o">`</span><span class="n">sample</span><span class="o">`</span><span class="w"> </span><span class="n">PARTITION</span><span class="p">(</span><span class="k">data</span><span class="o">=</span><span class="s1">'a'</span><span class="p">)</span><span class="w"> </span><span class="k">SELECT</span><span class="w"> </span><span class="mi">6</span><span class="p">;</span> |
| </code></pre></div> |
| <p>For a partitioned iceberg table, when all the partition columns are set a value in <code>PARTITION</code> clause, it is inserting into a static partition, otherwise if partial partition columns (prefix part of all partition columns) are set a value in <code>PARTITION</code> clause, it is writing the query result into a dynamic partition. |
| For an unpartitioned iceberg table, its data will be completely overwritten by <code>INSERT OVERWRITE</code>.</p> |
| <h3 id="upsert"><code>UPSERT</code><a class="headerlink" href="#upsert" title="Permanent link">🔗</a></h3> |
| <p>Iceberg supports <code>UPSERT</code> based on the primary key when writing data into v2 table format. There are two ways to enable upsert.</p> |
| <ol> |
| <li>Enable the <code>UPSERT</code> mode as table-level property <code>write.upsert.enabled</code>. Here is an example SQL statement to set the table property when creating a table. It would be applied for all write paths to this table (batch or streaming) unless overwritten by write options as described later.</li> |
| </ol> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-3-1" name="__codelineno-3-1" href="#__codelineno-3-1"></a><span class="k">CREATE</span><span class="w"> </span><span class="k">TABLE</span><span class="w"> </span><span class="o">`</span><span class="n">hive_catalog</span><span class="o">`</span><span class="p">.</span><span class="o">`</span><span class="k">default</span><span class="o">`</span><span class="p">.</span><span class="o">`</span><span class="n">sample</span><span class="o">`</span><span class="w"> </span><span class="p">(</span> |
| <a id="__codelineno-3-2" name="__codelineno-3-2" href="#__codelineno-3-2"></a><span class="w"> </span><span class="o">`</span><span class="n">id</span><span class="o">`</span><span class="w"> </span><span class="nb">INT</span><span class="w"> </span><span class="k">UNIQUE</span><span class="w"> </span><span class="k">COMMENT</span><span class="w"> </span><span class="s1">'unique id'</span><span class="p">,</span> |
| <a id="__codelineno-3-3" name="__codelineno-3-3" href="#__codelineno-3-3"></a><span class="w"> </span><span class="o">`</span><span class="k">data</span><span class="o">`</span><span class="w"> </span><span class="n">STRING</span><span class="w"> </span><span class="k">NOT</span><span class="w"> </span><span class="k">NULL</span><span class="p">,</span> |
| <a id="__codelineno-3-4" name="__codelineno-3-4" href="#__codelineno-3-4"></a><span class="w"> </span><span class="k">PRIMARY</span><span class="w"> </span><span class="k">KEY</span><span class="p">(</span><span class="o">`</span><span class="n">id</span><span class="o">`</span><span class="p">)</span><span class="w"> </span><span class="k">NOT</span><span class="w"> </span><span class="n">ENFORCED</span> |
| <a id="__codelineno-3-5" name="__codelineno-3-5" href="#__codelineno-3-5"></a><span class="p">)</span><span class="w"> </span><span class="k">with</span><span class="w"> </span><span class="p">(</span><span class="s1">'format-version'</span><span class="o">=</span><span class="s1">'2'</span><span class="p">,</span><span class="w"> </span><span class="s1">'write.upsert.enabled'</span><span class="o">=</span><span class="s1">'true'</span><span class="p">);</span> |
| </code></pre></div> |
| <ol> |
| <li>Enabling <code>UPSERT</code> mode using <code>upsert-enabled</code> in the <a href="#write-options">write options</a> provides more flexibility than a table level config. Note that you still need to use v2 table format and specify the primary key when creating the table.</li> |
| </ol> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-4-1" name="__codelineno-4-1" href="#__codelineno-4-1"></a><span class="k">INSERT</span><span class="w"> </span><span class="k">INTO</span><span class="w"> </span><span class="n">tableName</span><span class="w"> </span><span class="cm">/*+ OPTIONS('upsert-enabled'='true') */</span> |
| <a id="__codelineno-4-2" name="__codelineno-4-2" href="#__codelineno-4-2"></a><span class="p">...</span> |
| </code></pre></div> |
| <div class="admonition info"> |
| <p class="admonition-title">Info</p> |
| <p>OVERWRITE and UPSERT can't be set together. In UPSERT mode, if the table is partitioned, the partition fields should be included in equality fields.</p> |
| </div> |
| <h2 id="writing-with-datastream">Writing with DataStream<a class="headerlink" href="#writing-with-datastream" title="Permanent link">🔗</a></h2> |
| <p>Iceberg support writing to iceberg table from different DataStream input.</p> |
| <h3 id="appending-data">Appending data.<a class="headerlink" href="#appending-data" title="Permanent link">🔗</a></h3> |
| <p>Flink supports writing <code>DataStream<RowData></code> and <code>DataStream<Row></code> to the sink iceberg table natively.</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-5-1" name="__codelineno-5-1" href="#__codelineno-5-1"></a><span class="n">StreamExecutionEnvironment</span><span class="w"> </span><span class="n">env</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">...;</span> |
| <a id="__codelineno-5-2" name="__codelineno-5-2" href="#__codelineno-5-2"></a> |
| <a id="__codelineno-5-3" name="__codelineno-5-3" href="#__codelineno-5-3"></a><span class="n">DataStream</span><span class="o"><</span><span class="n">RowData</span><span class="o">></span><span class="w"> </span><span class="n">input</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">...</span><span class="w"> </span><span class="p">;</span> |
| <a id="__codelineno-5-4" name="__codelineno-5-4" href="#__codelineno-5-4"></a><span class="n">Configuration</span><span class="w"> </span><span class="n">hadoopConf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">new</span><span class="w"> </span><span class="n">Configuration</span><span class="p">();</span> |
| <a id="__codelineno-5-5" name="__codelineno-5-5" href="#__codelineno-5-5"></a><span class="n">TableLoader</span><span class="w"> </span><span class="n">tableLoader</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">TableLoader</span><span class="p">.</span><span class="na">fromHadoopTable</span><span class="p">(</span><span class="s">"hdfs://nn:8020/warehouse/path"</span><span class="p">,</span><span class="w"> </span><span class="n">hadoopConf</span><span class="p">);</span> |
| <a id="__codelineno-5-6" name="__codelineno-5-6" href="#__codelineno-5-6"></a> |
| <a id="__codelineno-5-7" name="__codelineno-5-7" href="#__codelineno-5-7"></a><span class="n">FlinkSink</span><span class="p">.</span><span class="na">forRowData</span><span class="p">(</span><span class="n">input</span><span class="p">)</span> |
| <a id="__codelineno-5-8" name="__codelineno-5-8" href="#__codelineno-5-8"></a><span class="w"> </span><span class="p">.</span><span class="na">tableLoader</span><span class="p">(</span><span class="n">tableLoader</span><span class="p">)</span> |
| <a id="__codelineno-5-9" name="__codelineno-5-9" href="#__codelineno-5-9"></a><span class="w"> </span><span class="p">.</span><span class="na">append</span><span class="p">();</span> |
| <a id="__codelineno-5-10" name="__codelineno-5-10" href="#__codelineno-5-10"></a> |
| <a id="__codelineno-5-11" name="__codelineno-5-11" href="#__codelineno-5-11"></a><span class="n">env</span><span class="p">.</span><span class="na">execute</span><span class="p">(</span><span class="s">"Test Iceberg DataStream"</span><span class="p">);</span> |
| </code></pre></div> |
| <p>The iceberg API also allows users to write generic <code>DataStream<T></code> to iceberg table, more example could be found in this <a href="https://github.com/apache/iceberg/blob/main/flink/v1.16/flink/src/test/java/org/apache/iceberg/flink/sink/TestFlinkIcebergSink.java">unit test</a>.</p> |
| <h3 id="overwrite-data">Overwrite data<a class="headerlink" href="#overwrite-data" title="Permanent link">🔗</a></h3> |
| <p>Set the <code>overwrite</code> flag in FlinkSink builder to overwrite the data in existing iceberg tables:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-6-1" name="__codelineno-6-1" href="#__codelineno-6-1"></a><span class="n">StreamExecutionEnvironment</span><span class="w"> </span><span class="n">env</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">...;</span> |
| <a id="__codelineno-6-2" name="__codelineno-6-2" href="#__codelineno-6-2"></a> |
| <a id="__codelineno-6-3" name="__codelineno-6-3" href="#__codelineno-6-3"></a><span class="n">DataStream</span><span class="o"><</span><span class="n">RowData</span><span class="o">></span><span class="w"> </span><span class="n">input</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">...</span><span class="w"> </span><span class="p">;</span> |
| <a id="__codelineno-6-4" name="__codelineno-6-4" href="#__codelineno-6-4"></a><span class="n">Configuration</span><span class="w"> </span><span class="n">hadoopConf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">new</span><span class="w"> </span><span class="n">Configuration</span><span class="p">();</span> |
| <a id="__codelineno-6-5" name="__codelineno-6-5" href="#__codelineno-6-5"></a><span class="n">TableLoader</span><span class="w"> </span><span class="n">tableLoader</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">TableLoader</span><span class="p">.</span><span class="na">fromHadoopTable</span><span class="p">(</span><span class="s">"hdfs://nn:8020/warehouse/path"</span><span class="p">,</span><span class="w"> </span><span class="n">hadoopConf</span><span class="p">);</span> |
| <a id="__codelineno-6-6" name="__codelineno-6-6" href="#__codelineno-6-6"></a> |
| <a id="__codelineno-6-7" name="__codelineno-6-7" href="#__codelineno-6-7"></a><span class="n">FlinkSink</span><span class="p">.</span><span class="na">forRowData</span><span class="p">(</span><span class="n">input</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="p">.</span><span class="na">tableLoader</span><span class="p">(</span><span class="n">tableLoader</span><span class="p">)</span> |
| <a id="__codelineno-6-9" name="__codelineno-6-9" href="#__codelineno-6-9"></a><span class="w"> </span><span class="p">.</span><span class="na">overwrite</span><span class="p">(</span><span class="kc">true</span><span class="p">)</span> |
| <a id="__codelineno-6-10" name="__codelineno-6-10" href="#__codelineno-6-10"></a><span class="w"> </span><span class="p">.</span><span class="na">append</span><span class="p">();</span> |
| <a id="__codelineno-6-11" name="__codelineno-6-11" href="#__codelineno-6-11"></a> |
| <a id="__codelineno-6-12" name="__codelineno-6-12" href="#__codelineno-6-12"></a><span class="n">env</span><span class="p">.</span><span class="na">execute</span><span class="p">(</span><span class="s">"Test Iceberg DataStream"</span><span class="p">);</span> |
| </code></pre></div> |
| <h3 id="upsert-data">Upsert data<a class="headerlink" href="#upsert-data" title="Permanent link">🔗</a></h3> |
| <p>Set the <code>upsert</code> flag in FlinkSink builder to upsert the data in existing iceberg table. The table must use v2 table format and have a primary key.</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-7-1" name="__codelineno-7-1" href="#__codelineno-7-1"></a><span class="n">StreamExecutionEnvironment</span><span class="w"> </span><span class="n">env</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">...;</span> |
| <a id="__codelineno-7-2" name="__codelineno-7-2" href="#__codelineno-7-2"></a> |
| <a id="__codelineno-7-3" name="__codelineno-7-3" href="#__codelineno-7-3"></a><span class="n">DataStream</span><span class="o"><</span><span class="n">RowData</span><span class="o">></span><span class="w"> </span><span class="n">input</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">...</span><span class="w"> </span><span class="p">;</span> |
| <a id="__codelineno-7-4" name="__codelineno-7-4" href="#__codelineno-7-4"></a><span class="n">Configuration</span><span class="w"> </span><span class="n">hadoopConf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">new</span><span class="w"> </span><span class="n">Configuration</span><span class="p">();</span> |
| <a id="__codelineno-7-5" name="__codelineno-7-5" href="#__codelineno-7-5"></a><span class="n">TableLoader</span><span class="w"> </span><span class="n">tableLoader</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">TableLoader</span><span class="p">.</span><span class="na">fromHadoopTable</span><span class="p">(</span><span class="s">"hdfs://nn:8020/warehouse/path"</span><span class="p">,</span><span class="w"> </span><span class="n">hadoopConf</span><span class="p">);</span> |
| <a id="__codelineno-7-6" name="__codelineno-7-6" href="#__codelineno-7-6"></a> |
| <a id="__codelineno-7-7" name="__codelineno-7-7" href="#__codelineno-7-7"></a><span class="n">FlinkSink</span><span class="p">.</span><span class="na">forRowData</span><span class="p">(</span><span class="n">input</span><span class="p">)</span> |
| <a id="__codelineno-7-8" name="__codelineno-7-8" href="#__codelineno-7-8"></a><span class="w"> </span><span class="p">.</span><span class="na">tableLoader</span><span class="p">(</span><span class="n">tableLoader</span><span class="p">)</span> |
| <a id="__codelineno-7-9" name="__codelineno-7-9" href="#__codelineno-7-9"></a><span class="w"> </span><span class="p">.</span><span class="na">upsert</span><span class="p">(</span><span class="kc">true</span><span class="p">)</span> |
| <a id="__codelineno-7-10" name="__codelineno-7-10" href="#__codelineno-7-10"></a><span class="w"> </span><span class="p">.</span><span class="na">append</span><span class="p">();</span> |
| <a id="__codelineno-7-11" name="__codelineno-7-11" href="#__codelineno-7-11"></a> |
| <a id="__codelineno-7-12" name="__codelineno-7-12" href="#__codelineno-7-12"></a><span class="n">env</span><span class="p">.</span><span class="na">execute</span><span class="p">(</span><span class="s">"Test Iceberg DataStream"</span><span class="p">);</span> |
| </code></pre></div> |
| <div class="admonition info"> |
| <p class="admonition-title">Info</p> |
| <p>OVERWRITE and UPSERT can't be set together. In UPSERT mode, if the table is partitioned, the partition fields should be included in equality fields.</p> |
| </div> |
| <h3 id="write-with-avro-genericrecord">Write with Avro GenericRecord<a class="headerlink" href="#write-with-avro-genericrecord" title="Permanent link">🔗</a></h3> |
| <p>Flink Iceberg sink provides <code>AvroGenericRecordToRowDataMapper</code> that converts |
| Avro <code>GenericRecord</code> to Flink <code>RowData</code>. You can use the mapper to write |
| Avro GenericRecord DataStream to Iceberg.</p> |
| <p>Please make sure <code>flink-avro</code> jar is included in the classpath. |
| Also <code>iceberg-flink-runtime</code> shaded bundle jar can't be used |
| because the runtime jar shades the avro package. |
| Please use non-shaded <code>iceberg-flink</code> jar instead.</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-8-1" name="__codelineno-8-1" href="#__codelineno-8-1"></a><span class="n">DataStream</span><span class="o"><</span><span class="n">org</span><span class="p">.</span><span class="na">apache</span><span class="p">.</span><span class="na">avro</span><span class="p">.</span><span class="na">generic</span><span class="p">.</span><span class="na">GenericRecord</span><span class="o">></span><span class="w"> </span><span class="n">dataStream</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">...;</span> |
| <a id="__codelineno-8-2" name="__codelineno-8-2" href="#__codelineno-8-2"></a> |
| <a id="__codelineno-8-3" name="__codelineno-8-3" href="#__codelineno-8-3"></a><span class="n">Schema</span><span class="w"> </span><span class="n">icebergSchema</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">table</span><span class="p">.</span><span class="na">schema</span><span class="p">();</span> |
| <a id="__codelineno-8-4" name="__codelineno-8-4" href="#__codelineno-8-4"></a> |
| <a id="__codelineno-8-5" name="__codelineno-8-5" href="#__codelineno-8-5"></a> |
| <a id="__codelineno-8-6" name="__codelineno-8-6" href="#__codelineno-8-6"></a><span class="c1">// The Avro schema converted from Iceberg schema can't be used</span> |
| <a id="__codelineno-8-7" name="__codelineno-8-7" href="#__codelineno-8-7"></a><span class="c1">// due to precision difference between how Iceberg schema (micro)</span> |
| <a id="__codelineno-8-8" name="__codelineno-8-8" href="#__codelineno-8-8"></a><span class="c1">// and Flink AvroToRowDataConverters (milli) deal with time type.</span> |
| <a id="__codelineno-8-9" name="__codelineno-8-9" href="#__codelineno-8-9"></a><span class="c1">// Instead, use the Avro schema defined directly.</span> |
| <a id="__codelineno-8-10" name="__codelineno-8-10" href="#__codelineno-8-10"></a><span class="c1">// See AvroGenericRecordToRowDataMapper Javadoc for more details.</span> |
| <a id="__codelineno-8-11" name="__codelineno-8-11" href="#__codelineno-8-11"></a><span class="n">org</span><span class="p">.</span><span class="na">apache</span><span class="p">.</span><span class="na">avro</span><span class="p">.</span><span class="na">Schema</span><span class="w"> </span><span class="n">avroSchema</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">AvroSchemaUtil</span><span class="p">.</span><span class="na">convert</span><span class="p">(</span><span class="n">icebergSchema</span><span class="p">,</span><span class="w"> </span><span class="n">table</span><span class="p">.</span><span class="na">name</span><span class="p">());</span> |
| <a id="__codelineno-8-12" name="__codelineno-8-12" href="#__codelineno-8-12"></a> |
| <a id="__codelineno-8-13" name="__codelineno-8-13" href="#__codelineno-8-13"></a><span class="n">GenericRecordAvroTypeInfo</span><span class="w"> </span><span class="n">avroTypeInfo</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">new</span><span class="w"> </span><span class="n">GenericRecordAvroTypeInfo</span><span class="p">(</span><span class="n">avroSchema</span><span class="p">);</span> |
| <a id="__codelineno-8-14" name="__codelineno-8-14" href="#__codelineno-8-14"></a><span class="n">RowType</span><span class="w"> </span><span class="n">rowType</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">FlinkSchemaUtil</span><span class="p">.</span><span class="na">convert</span><span class="p">(</span><span class="n">icebergSchema</span><span class="p">);</span> |
| <a id="__codelineno-8-15" name="__codelineno-8-15" href="#__codelineno-8-15"></a> |
| <a id="__codelineno-8-16" name="__codelineno-8-16" href="#__codelineno-8-16"></a><span class="n">FlinkSink</span><span class="p">.</span><span class="na">builderFor</span><span class="p">(</span> |
| <a id="__codelineno-8-17" name="__codelineno-8-17" href="#__codelineno-8-17"></a><span class="w"> </span><span class="n">dataStream</span><span class="p">,</span> |
| <a id="__codelineno-8-18" name="__codelineno-8-18" href="#__codelineno-8-18"></a><span class="w"> </span><span class="n">AvroGenericRecordToRowDataMapper</span><span class="p">.</span><span class="na">forAvroSchema</span><span class="p">(</span><span class="n">avroSchema</span><span class="p">),</span> |
| <a id="__codelineno-8-19" name="__codelineno-8-19" href="#__codelineno-8-19"></a><span class="w"> </span><span class="n">FlinkCompatibilityUtil</span><span class="p">.</span><span class="na">toTypeInfo</span><span class="p">(</span><span class="n">rowType</span><span class="p">))</span> |
| <a id="__codelineno-8-20" name="__codelineno-8-20" href="#__codelineno-8-20"></a><span class="w"> </span><span class="p">.</span><span class="na">table</span><span class="p">(</span><span class="n">table</span><span class="p">)</span> |
| <a id="__codelineno-8-21" name="__codelineno-8-21" href="#__codelineno-8-21"></a><span class="w"> </span><span class="p">.</span><span class="na">tableLoader</span><span class="p">(</span><span class="n">tableLoader</span><span class="p">)</span> |
| <a id="__codelineno-8-22" name="__codelineno-8-22" href="#__codelineno-8-22"></a><span class="w"> </span><span class="p">.</span><span class="na">append</span><span class="p">();</span> |
| </code></pre></div> |
| <h3 id="branch-writes">Branch Writes<a class="headerlink" href="#branch-writes" title="Permanent link">🔗</a></h3> |
| <p>Writing to branches in Iceberg tables is also supported via the <code>toBranch</code> API in <code>FlinkSink</code> |
| For more information on branches please refer to <a href="../branching/">branches</a>. |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-9-1" name="__codelineno-9-1" href="#__codelineno-9-1"></a><span class="n">FlinkSink</span><span class="p">.</span><span class="na">forRowData</span><span class="p">(</span><span class="n">input</span><span class="p">)</span> |
| <a id="__codelineno-9-2" name="__codelineno-9-2" href="#__codelineno-9-2"></a><span class="w"> </span><span class="p">.</span><span class="na">tableLoader</span><span class="p">(</span><span class="n">tableLoader</span><span class="p">)</span> |
| <a id="__codelineno-9-3" name="__codelineno-9-3" href="#__codelineno-9-3"></a><span class="w"> </span><span class="p">.</span><span class="na">toBranch</span><span class="p">(</span><span class="s">"audit-branch"</span><span class="p">)</span> |
| <a id="__codelineno-9-4" name="__codelineno-9-4" href="#__codelineno-9-4"></a><span class="w"> </span><span class="p">.</span><span class="na">append</span><span class="p">();</span> |
| </code></pre></div></p> |
| <h3 id="metrics">Metrics<a class="headerlink" href="#metrics" title="Permanent link">🔗</a></h3> |
| <p>The following Flink metrics are provided by the Flink Iceberg sink.</p> |
| <p>Parallel writer metrics are added under the sub group of <code>IcebergStreamWriter</code>. |
| They should have the following key-value tags.</p> |
| <ul> |
| <li>table: full table name (like iceberg.my_db.my_table)</li> |
| <li>subtask_index: writer subtask index starting from 0</li> |
| </ul> |
| <table> |
| <thead> |
| <tr> |
| <th>Metric name</th> |
| <th>Metric type</th> |
| <th>Description</th> |
| </tr> |
| </thead> |
| <tbody> |
| <tr> |
| <td>lastFlushDurationMs</td> |
| <td>Gague</td> |
| <td>The duration (in milli) that writer subtasks take to flush and upload the files during checkpoint.</td> |
| </tr> |
| <tr> |
| <td>flushedDataFiles</td> |
| <td>Counter</td> |
| <td>Number of data files flushed and uploaded.</td> |
| </tr> |
| <tr> |
| <td>flushedDeleteFiles</td> |
| <td>Counter</td> |
| <td>Number of delete files flushed and uploaded.</td> |
| </tr> |
| <tr> |
| <td>flushedReferencedDataFiles</td> |
| <td>Counter</td> |
| <td>Number of data files referenced by the flushed delete files.</td> |
| </tr> |
| <tr> |
| <td>dataFilesSizeHistogram</td> |
| <td>Histogram</td> |
| <td>Histogram distribution of data file sizes (in bytes).</td> |
| </tr> |
| <tr> |
| <td>deleteFilesSizeHistogram</td> |
| <td>Histogram</td> |
| <td>Histogram distribution of delete file sizes (in bytes).</td> |
| </tr> |
| </tbody> |
| </table> |
| <p>Committer metrics are added under the sub group of <code>IcebergFilesCommitter</code>. |
| They should have the following key-value tags.</p> |
| <ul> |
| <li>table: full table name (like iceberg.my_db.my_table)</li> |
| </ul> |
| <table> |
| <thead> |
| <tr> |
| <th>Metric name</th> |
| <th>Metric type</th> |
| <th>Description</th> |
| </tr> |
| </thead> |
| <tbody> |
| <tr> |
| <td>lastCheckpointDurationMs</td> |
| <td>Gague</td> |
| <td>The duration (in milli) that the committer operator checkpoints its state.</td> |
| </tr> |
| <tr> |
| <td>lastCommitDurationMs</td> |
| <td>Gague</td> |
| <td>The duration (in milli) that the Iceberg table commit takes.</td> |
| </tr> |
| <tr> |
| <td>committedDataFilesCount</td> |
| <td>Counter</td> |
| <td>Number of data files committed.</td> |
| </tr> |
| <tr> |
| <td>committedDataFilesRecordCount</td> |
| <td>Counter</td> |
| <td>Number of records contained in the committed data files.</td> |
| </tr> |
| <tr> |
| <td>committedDataFilesByteCount</td> |
| <td>Counter</td> |
| <td>Number of bytes contained in the committed data files.</td> |
| </tr> |
| <tr> |
| <td>committedDeleteFilesCount</td> |
| <td>Counter</td> |
| <td>Number of delete files committed.</td> |
| </tr> |
| <tr> |
| <td>committedDeleteFilesRecordCount</td> |
| <td>Counter</td> |
| <td>Number of records contained in the committed delete files.</td> |
| </tr> |
| <tr> |
| <td>committedDeleteFilesByteCount</td> |
| <td>Counter</td> |
| <td>Number of bytes contained in the committed delete files.</td> |
| </tr> |
| <tr> |
| <td>elapsedSecondsSinceLastSuccessfulCommit</td> |
| <td>Gague</td> |
| <td>Elapsed time (in seconds) since last successful Iceberg commit.</td> |
| </tr> |
| </tbody> |
| </table> |
| <p><code>elapsedSecondsSinceLastSuccessfulCommit</code> is an ideal alerting metric |
| to detect failed or missing Iceberg commits.</p> |
| <ul> |
| <li>Iceberg commit happened after successful Flink checkpoint in the <code>notifyCheckpointComplete</code> callback. |
| It could happen that Iceberg commits failed (for whatever reason), while Flink checkpoints succeeding.</li> |
| <li>It could also happen that <code>notifyCheckpointComplete</code> wasn't triggered (for whatever bug). |
| As a result, there won't be any Iceberg commits attempted.</li> |
| </ul> |
| <p>If the checkpoint interval (and expected Iceberg commit interval) is 5 minutes, set up alert with rule like <code>elapsedSecondsSinceLastSuccessfulCommit > 60 minutes</code> to detect failed or missing Iceberg commits in the past hour.</p> |
| <h2 id="options">Options<a class="headerlink" href="#options" title="Permanent link">🔗</a></h2> |
| <h3 id="write-options">Write options<a class="headerlink" href="#write-options" title="Permanent link">🔗</a></h3> |
| <p>Flink write options are passed when configuring the FlinkSink, like this:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-10-1" name="__codelineno-10-1" href="#__codelineno-10-1"></a><span class="n">FlinkSink</span><span class="p">.</span><span class="na">Builder</span><span class="w"> </span><span class="n">builder</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">FlinkSink</span><span class="p">.</span><span class="na">forRow</span><span class="p">(</span><span class="n">dataStream</span><span class="p">,</span><span class="w"> </span><span class="n">SimpleDataUtil</span><span class="p">.</span><span class="na">FLINK_SCHEMA</span><span class="p">)</span> |
| <a id="__codelineno-10-2" name="__codelineno-10-2" href="#__codelineno-10-2"></a><span class="w"> </span><span class="p">.</span><span class="na">table</span><span class="p">(</span><span class="n">table</span><span class="p">)</span> |
| <a id="__codelineno-10-3" name="__codelineno-10-3" href="#__codelineno-10-3"></a><span class="w"> </span><span class="p">.</span><span class="na">tableLoader</span><span class="p">(</span><span class="n">tableLoader</span><span class="p">)</span> |
| <a id="__codelineno-10-4" name="__codelineno-10-4" href="#__codelineno-10-4"></a><span class="w"> </span><span class="p">.</span><span class="na">set</span><span class="p">(</span><span class="s">"write-format"</span><span class="p">,</span><span class="w"> </span><span class="s">"orc"</span><span class="p">)</span> |
| <a id="__codelineno-10-5" name="__codelineno-10-5" href="#__codelineno-10-5"></a><span class="w"> </span><span class="p">.</span><span class="na">set</span><span class="p">(</span><span class="n">FlinkWriteOptions</span><span class="p">.</span><span class="na">OVERWRITE_MODE</span><span class="p">,</span><span class="w"> </span><span class="s">"true"</span><span class="p">);</span> |
| </code></pre></div> |
| <p>For Flink SQL, write options can be passed in via SQL hints like this:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-11-1" name="__codelineno-11-1" href="#__codelineno-11-1"></a><span class="k">INSERT</span><span class="w"> </span><span class="k">INTO</span><span class="w"> </span><span class="n">tableName</span><span class="w"> </span><span class="cm">/*+ OPTIONS('upsert-enabled'='true') */</span> |
| <a id="__codelineno-11-2" name="__codelineno-11-2" href="#__codelineno-11-2"></a><span class="p">...</span> |
| </code></pre></div> |
| <p>Check out all the options here: <a href="../flink-configuration/#write-options">write-options</a> </p> |
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