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This user value will be directly converted into a DataHub user urn.</li><li>operation_type (optional): string - Platform-specific operation type, used if the operation type can't be parsed.</li><li>session_id (optional): string - Session identifier for temporary table resolution across queries.</li><li>downstream_tables (optional): string[] - Fallback list of tables that the query writes to,
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used if the query can't be parsed.</li><li>upstream_tables (optional): string[] - Fallback list of tables the query reads from,
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used if the query can't be parsed.</li></ul><p><strong>Lazy Schema Loading</strong>:</p><ul><li>Fetches schemas on-demand during query parsing instead of bulk loading all schemas upfront</li><li>Caches fetched schemas for future lookups to avoid repeated network requests</li><li>Reduces initial startup time and memory usage significantly</li><li>Automatically handles large platforms efficiently without memory issues</li></ul><p><strong>Query Processing</strong>:</p><ul><li>Loads the entire query file into memory at once</li><li>Processes all queries sequentially before generating metadata work units</li><li>Preserves temp table mappings and lineage relationships to ensure consistent lineage tracking</li><li>Query deduplication is handled automatically by the SQL parsing aggregator</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="incremental-lineage">Incremental Lineage<a href="#incremental-lineage" class="hash-link" aria-label="Direct link to Incremental Lineage" title="Direct link to Incremental Lineage"></a></h3><p>When <code>incremental_lineage</code> is enabled, this source will emit lineage as patches rather than full overwrites.
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This allows you to add lineage edges without removing existing ones, which is useful for:</p><ul><li>Gradually building up lineage from multiple sources</li><li>Preserving manually curated lineage</li><li>Avoiding conflicts when multiple ingestion processes target the same datasets</li></ul><p>Note: Incremental lineage only applies to UpstreamLineage aspects. Other aspects like queries and usage
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statistics will still be emitted normally.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="temporary-table-support">Temporary Table Support<a href="#temporary-table-support" class="hash-link" aria-label="Direct link to Temporary Table Support" title="Direct link to Temporary Table Support"></a></h3><p>For platforms like Athena that don't have native temporary tables, you can use the <code>temp_table_patterns</code>
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configuration to specify regex patterns that identify fake temporary tables. This allows the source to
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process these tables like other sources that support native temp tables, enabling proper lineage tracking
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across temporary table operations.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="example-queries-file">Example Queries File<a href="#example-queries-file" class="hash-link" aria-label="Direct link to Example Queries File" title="Direct link to Example Queries File"></a></h4><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token property">"query"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"SELECT x FROM my_table"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"> </span><span class="token property">"timestamp"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token number" style="color:rgb(247, 140, 108)">1689232738.051</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"> </span><span class="token property">"user"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"user_a"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"> </span><span class="token property">"downstream_tables"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"> </span><span class="token property">"upstream_tables"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token string" style="color:rgb(195, 232, 141)">"my_database.my_schema.my_table"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token 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 punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token property">"query"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"INSERT INTO my_table VALUES (1, 'a')"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"> </span><span class="token property">"timestamp"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token number" style="color:rgb(247, 140, 108)">1689232737.669</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"> </span><span class="token property">"user"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"user_b"</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"> </span><span class="token property">"downstream_tables"</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class
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each line is a separate JSON object.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="cli-based-ingestion">CLI based Ingestion<a href="#cli-based-ingestion" class="hash-link" aria-label="Direct link to CLI based Ingestion" title="Direct link to CLI based Ingestion"></a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="starter-recipe">Starter Recipe<a href="#starter-recipe" class="hash-link" aria-label="Direct link to Starter Recipe" title="Direct link to Starter Recipe"></a></h3><p>Check out the following recipe to get started with ingestion! See <a href="#config-details">below</a> for full configuration options.</p><p>For general pointers on writing and running a recipe, see our <a href="/docs/metadata-ingestion#recipes">main recipe guide</a>.</p><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token key atrule">datahub_api</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"> </span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># Only necessary if using a non-DataHub sink, e.g. the file sink</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token key atrule">server</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"> http</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain">//localhost</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token number" style="color:rgb(247, 140, 108)">8080</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token key atrule">timeout_sec</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"> </span><span class="token number" style="color:rgb(247, 140, 108)">60</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token key atrule">source</span><span class="token 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 key atrule">type</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"> sql</span><span class="token punctuation" style="color:rgb(199, 146, 234)">-</span><span class="token plain">queries</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token key atrule">config</span><span class="token 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 key atrule">platform</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"snowflake"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token key atrule">default_db</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">"SNOWFLAKE"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token key atrule">query_file</span><span class="token punctuation" st
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