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class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/docs/category/features"><span itemprop="name">Features</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/docs/features/feature-guides/lineage"><span itemprop="name">Lineage</span></a><meta itemprop="position" content="2"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Automatic Lineage Extraction</span><meta itemprop="position" content="3"></li></ul></nav><span class="theme-doc-version-badge badge badge--secondary">Version: Next</span><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>Automatic Lineage Extraction</h1><p>DataHub supports <strong><a href="#automatic-lineage-extraction-support">automatic table- and column-level lineage detection</a></strong> from BigQuery, Snowflake, dbt, Looker, PowerBI, and 20+ modern data tools.
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For data tools with limited native lineage tracking, <a href="/docs/lineage/sql_parsing"><strong>DataHub's SQL Parser</strong></a> detects lineage with 97-99% accuracy, ensuring teams will have high quality lineage graphs across all corners of their data stack.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="types-of-lineage-connections">Types of Lineage Connections<a href="#types-of-lineage-connections" class="hash-link" aria-label="Direct link to Types of Lineage Connections" title="Direct link to Types of Lineage Connections"></a></h2><p>Types of lineage connections supported in DataHub and the example codes are as follows.</p><ul><li><a href="https://github.com/datahub-project/datahub/blob/master/metadata-ingestion/examples/library/add_lineage_dataset_to_dataset.py" target="_blank" rel="noopener noreferrer">Dataset to Dataset</a></li><li><a href="https://github.com/datahub-project/datahub/blob/master/metadata-ingestion/examples/library/lineage_job_dataflow.py" target="_blank" rel="noopener noreferrer">DataJob to DataFlow</a></li><li><a href="https://github.com/datahub-project/datahub/blob/master/metadata-ingestion/examples/library/lineage_dataset_job_dataset.py" target="_blank" rel="noopener noreferrer">DataJob to Dataset</a></li><li><a href="https://github.com/datahub-project/datahub/blob/master/metadata-ingestion/examples/library/lineage_chart_dashboard.py" target="_blank" rel="noopener noreferrer">Chart to Dashboard</a></li><li><a href="https://github.com/datahub-project/datahub/blob/master/metadata-ingestion/examples/library/lineage_dataset_chart.py" target="_blank" rel="noopener noreferrer">Chart to Dataset</a></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="automatic-lineage-extraction-support">Automatic Lineage Extraction Support<a href="#automatic-lineage-extraction-support" class="hash-link" aria-label="Direct link to Automatic Lineage Extraction Support" title="Direct link to Automatic Lineage Extraction Support"></a></h2><p>This is a summary of automatic lineage extraction support in our data source. Please refer to the <strong>Important Capabilities</strong> table in the source documentation. Note that even if the source does not support automatic extraction, you can still add lineage manually using our API & SDKs.</p><table><thead><tr><th>Source</th><th>Table-Level Lineage</th><th>Column-Level Lineage</th><th>Related Configs</th></tr></thead><tbody><tr><td><a href="/docs/generated/ingestion/sources/abs">ABS Data Lake</a></td><td>❌</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/athena">Athena</a></td><td>✅</td><td>✅</td><td>- incremental_lineage<br>- include_table_location_lineage<br>- include_view_lineage<br>- include_view_column_lineage</td></tr><tr><td><a href="/docs/generated/ingestion/sources/bigquery">BigQuery</a></td><td>✅</td><td>✅</td><td>- enable_stateful_lineage_ingestion<br>- incremental_lineage<br>- include_table_location_lineage<br>- include_view_lineage<br>- include_view_column_lineage<br>- gcs_lineage_config<br>- lineage_use_sql_parser<br>- lineage_sql_parser_use_raw_names<br>- extract_column_lineage<br>- extract_lineage_from_catalog<br>- include_table_lineage<br>- include_column_lineage_with_gcs<br>- upstream_lineage_in_report</td></tr><tr><td><a href="/docs/generated/ingestion/sources/business-glossary">Business Glossary</a></td><td>❌</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/cassandra">Cassandra</a></td><td>❌</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/clickhouse">ClickHouse <code>clickhouse</code></a></td><td>✅</td><td>✅</td><td>- incremental_lineage<br>- include_table_location_lineage<br>- include_view_lineage<br>- include_view_column_lineage<br>- include_table_lineage</td></tr><tr><td><a href="/docs/generated/ingestion/sources/clickhouse">ClickHouse <code>clickhouse-usage</code></a></td><td>❌</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/cockroachdb">CockroachDB</a></td><td>✅</td><td>✅</td><td>- incremental_lineage<br>- include_table_location_lineage<br>- include_view_lineage<br>- include_view_column_lineage</td></tr><tr><td><a href="/docs/generated/ingestion/sources/csv-enricher">CSV Enricher</a></td><td>❌</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/databricks">Databricks</a></td><td>✅</td><td>✅</td><td>- incremental_lineage<br>- include_table_location_lineage<br>- include_view_lineage<br>- include_view_column_lineage<br>- include_table_lineage<br>- include_external_lineage<br>- include_column_lineage<br>- column_lineage_column_limit</td></tr><tr><td><a href="/docs/generated/ingestion/sources/datahub">DataHub</a></td><td>❌</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/datahubapply">DataHubApply</a></td><td>❌</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/datahubdebug">DataHubDebug</a></td><td>❌</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/datahubgc">DataHubGc</a></td><td>❌</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/datahubmockdata">DataHubMockData</a></td><td>❌</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/dbt">dbt <code>dbt</code></a></td><td>✅</td><td>✅</td><td>- incremental_lineage<br>- prefer_sql_parser_lineage<br>- skip_sources_in_lineage<br>- include_column_lineage</td></tr><tr><td><a href="/docs/generated/ingestion/sources/dbt">dbt <code>dbt-cloud</code></a></td><td>✅</td><td>✅</td><td>- incremental_lineage<br>- prefer_sql_parser_lineage<br>- skip_sources_in_lineage<br>- include_column_lineage</td></tr><tr><td><a href="/docs/generated/ingestion/sources/delta-lake">Delta Lake</a></td><td>❌</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/dremio">Dremio</a></td><td>✅</td><td>❌</td><td>- include_query_lineage</td></tr><tr><td><a href="/docs/generated/ingestion/sources/druid">Druid</a></td><td>✅</td><td>✅</td><td>- incremental_lineage<br>- include_table_location_lineage<br>- include_view_lineage<br>- include_view_column_lineage</td></tr><tr><td><a href="/docs/generated/ingestion/sources/elasticsearch">Elasticsearch</a></td><td>❌</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/feast">Feast</a></td><td>✅</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/file-based-lineage">File Based Lineage</a></td><td>✅</td><td>✅</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/fivetran">Fivetran</a></td><td>❌</td><td>✅</td><td>- include_column_lineage</td></tr><tr><td><a href="/docs/generated/ingestion/sources/glue">Glue</a></td><td>✅</td><td>✅</td><td>- emit_s3_lineage<br>- glue_s3_lineage_direction<br>- include_column_lineage</td></tr><tr><td><a href="/docs/generated/ingestion/sources/gcs">Google Cloud Storage</a></td><td>❌</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/grafana">Grafana</a></td><td>❌</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/hex">Hex</a></td><td>❌</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/hive">Hive</a></td><td>✅</td><td>✅</td><td>- incremental_lineage<br>- include_view_lineage<br>- include_view_column_lineage<br>- emit_storage_lineage<br>- hive_storage_lineage_direction<br>- include_column_lineage</td></tr><tr><td><a href="/docs/generated/ingestion/sources/hive-metastore">Hive Metastore <code>hive-metastore</code></a></td><td>❌</td><td>✅</td><td>- incremental_lineage<br>- include_table_location_lineage<br>- include_view_column_lineage</td></tr><tr><td><a href="/docs/generated/ingestion/sources/hive-metastore">Hive Metastore <code>presto-on-hive</code></a></td><td>❌</td><td>✅</td><td>- incremental_lineage<br>- include_table_location_lineage<br>- include_view_column_lineage</td></tr><tr><td><a href="/docs/generated/ingestion/sources/kafka">Kafka</a></td><td>❌</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/kafka-connect">Kafka Connect</a></td><td>✅</td><td>❌</td><td>- convert_lineage_urns_to_lowercase</td></tr><tr><td><a href="/docs/generated/ingestion/sources/looker">Looker <code>looker</code></a></td><td>✅</td><td>✅</td><td>- extract_column_level_lineage</td></tr><tr><td><a href="/docs/generated/ingestion/sources/looker">Looker <code>lookml</code></a></td><td>✅</td><td>✅</td><td>- extract_column_level_lineage</td></tr><tr><td><a href="/docs/generated/ingestion/sources/mariadb">MariaDB</a></td><td>✅</td><td>✅</td><td>- incremental_lineage<br>- include_table_location_lineage<br>- include_view_lineage<br>- include_view_column_lineage</td></tr><tr><td><a href="/docs/generated/ingestion/sources/metabase">Metabase</a></td><td>✅</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/metadata-file">Metadata File</a></td><td>❌</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/mssql">Microsoft SQL Server</a></td><td>✅</td><td>✅</td><td>- incremental_lineage<br>- include_table_location_lineage<br>- include_view_lineage<br>- include_view_column_lineage<br>- include_lineage</td></tr><tr><td><a href="/docs/generated/ingestion/sources/mlflow">MLflow</a></td><td>❌</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/mode">Mode</a></td><td>✅</td><td>✅</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/mongodb">MongoDB</a></td><td>❌</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/mysql">MySQL</a></td><td>✅</td><td>✅</td><td>- incremental_lineage<br>- include_table_location_lineage<br>- include_view_lineage<br>- include_view_column_lineage</td></tr><tr><td><a href="/docs/generated/ingestion/sources/neo4j">Neo4j</a></td><td>❌</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/nifi">NiFi</a></td><td>✅</td><td>❌</td><td>- incremental_lineage</td></tr><tr><td><a href="/docs/generated/ingestion/sources/okta">Okta</a></td><td>❌</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/oracle">Oracle</a></td><td>✅</td><td>✅</td><td>- incremental_lineage<br>- include_table_location_lineage<br>- include_view_lineage<br>- include_view_column_lineage</td></tr><tr><td><a href="/docs/generated/ingestion/sources/postgres">Postgres</a></td><td>✅</td><td>✅</td><td>- incremental_lineage<br>- include_table_location_lineage<br>- include_view_lineage<br>- include_view_column_lineage</td></tr><tr><td><a href="/docs/generated/ingestion/sources/powerbi">PowerBI</a></td><td>✅</td><td>✅</td><td>- incremental_lineage<br>- extract_lineage<br>- convert_lineage_urns_to_lowercase<br>- enable_advance_lineage_sql_construct<br>- extract_column_level_lineage</td></tr><tr><td><a href="/docs/generated/ingestion/sources/powerbi-report-server">PowerBI Report Server</a></td><td>❌</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/preset">Preset</a></td><td>✅</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/presto">Presto</a></td><td>✅</td><td>✅</td><td>- incremental_lineage<br>- include_table_location_lineage<br>- include_view_lineage<br>- include_view_column_lineage<br>- ingest_lineage_to_connectors</td></tr><tr><td><a href="/docs/generated/ingestion/sources/qlik-sense">Qlik Sense</a></td><td>✅</td><td>✅</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/redash">Redash</a></td><td>✅</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/redshift">Redshift</a></td><td>✅</td><td>✅</td><td>- enable_stateful_lineage_ingestion<br>- incremental_lineage<br>- s3_lineage_config<br>- include_table_location_lineage<br>- include_view_lineage<br>- include_view_column_lineage<br>- use_lineage_v2<br>- lineage_v2_generate_queries<br>- include_table_lineage<br>- include_copy_lineage<br>- include_share_lineage<br>- include_unload_lineage<br>- include_table_rename_lineage<br>- table_lineage_mode<br>- extract_column_level_lineage<br>- resolve_temp_table_in_lineage</td></tr><tr><td><a href="/docs/generated/ingestion/sources/s3">S3 / Local Files</a></td><td>❌</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/sagemaker">SageMaker</a></td><td>✅</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/salesforce">Salesforce</a></td><td>❌</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/sac">SAP Analytics Cloud</a></td><td>✅</td><td>❌</td><td>- incremental_lineage</td></tr><tr><td><a href="/docs/generated/ingestion/sources/hana">SAP HANA</a></td><td>✅</td><td>✅</td><td>- incremental_lineage<br>- include_table_location_lineage<br>- include_view_lineage<br>- include_view_column_lineage</td></tr><tr><td><a href="/docs/generated/ingestion/sources/sigma">Sigma</a></td><td>✅</td><td>❌</td><td>- extract_lineage<br>- workbook_lineage_pattern</td></tr><tr><td><a href="/docs/generated/ingestion/sources/slack">Slack</a></td><td>❌</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/snowflake">Snowflake</a></td><td>✅</td><td>✅</td><td>- enable_stateful_lineage_ingestion<br>- incremental_lineage<br>- include_table_location_lineage<br>- include_view_lineage<br>- include_view_column_lineage<br>- include_table_lineage<br>- ignore_start_time_lineage<br>- upstream_lineage_in_report<br>- include_column_lineage</td></tr><tr><td><a href="/docs/generated/ingestion/sources/sql-queries">SQL Queries</a></td><td>✅</td><td>✅</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/superset">Superset</a></td><td>✅</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/tableau">Tableau</a></td><td>✅</td><td>✅</td><td>- extract_column_level_lineage<br>- lineage_overrides<br>- extract_lineage_from_unsupported_custom_sql_queries<br>- force_extraction_of_lineage_from_custom_sql_queries</td></tr><tr><td><a href="/docs/generated/ingestion/sources/teradata">Teradata</a></td><td>✅</td><td>✅</td><td>- incremental_lineage<br>- include_table_location_lineage<br>- include_view_lineage<br>- include_view_column_lineage<br>- include_historical_lineage<br>- include_table_lineage</td></tr><tr><td><a href="/docs/generated/ingestion/sources/trino">Trino <code>trino</code></a></td><td>✅</td><td>✅</td><td>- incremental_lineage<br>- include_table_location_lineage<br>- include_view_lineage<br>- include_view_column_lineage<br>- ingest_lineage_to_connectors</td></tr><tr><td><a href="/docs/generated/ingestion/sources/trino">Trino <code>starburst-trino-usage</code></a></td><td>❌</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/vertexai">Vertex AI</a></td><td>❌</td><td>❌</td><td></td></tr><tr><td><a href="/docs/generated/ingestion/sources/vertica">Vertica</a></td><td>✅</td><td>✅</td><td>- incremental_lineage<br>- include_table_location_lineage<br>- include_view_lineage<br>- include_view_column_lineage<br>- include_projection_lineage</td></tr></tbody></table><h2 class="anchor anchorWithStickyNavbar_LWe7" id="sql-parser-lineage-extraction">SQL Parser Lineage Extraction<a href="#sql-parser-lineage-extraction" class="hash-link" aria-label="Direct link to SQL Parser Lineage Extraction" title="Direct link to SQL Parser Lineage Extraction"></a></h2><p>If you're using a different database system for which we don't support column-level lineage out of the box, but you do have a database query log available,
|
||
we have a SQL queries connector that generates column-level lineage and detailed table usage statistics from the query log.</p><p>If these does not suit your needs, you can use the new <code>DataHubGraph.parse_sql_lineage()</code> method in our SDK. (See the source code <a href="/docs/python-sdk/clients/graph-client">here</a>)</p><p>For more information, refer to the <a href="https://blog.datahubproject.io/extracting-column-level-lineage-from-sql-779b8ce17567" target="_blank" rel="noopener noreferrer">Extracting Column-Level Lineage from SQL</a> </p><div class="theme-admonition theme-admonition-tip alert alert--success admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 12 16"><path fill-rule="evenodd" d="M6.5 0C3.48 0 1 2.19 1 5c0 .92.55 2.25 1 3 1.34 2.25 1.78 2.78 2 4v1h5v-1c.22-1.22.66-1.75 2-4 .45-.75 1-2.08 1-3 0-2.81-2.48-5-5.5-5zm3.64 7.48c-.25.44-.47.8-.67 1.11-.86 1.41-1.25 2.06-1.45 3.23-.02.05-.02.11-.02.17H5c0-.06 0-.13-.02-.17-.2-1.17-.59-1.83-1.45-3.23-.2-.31-.42-.67-.67-1.11C2.44 6.78 2 5.65 2 5c0-2.2 2.02-4 4.5-4 1.22 0 2.36.42 3.22 1.19C10.55 2.94 11 3.94 11 5c0 .66-.44 1.78-.86 2.48zM4 14h5c-.23 1.14-1.3 2-2.5 2s-2.27-.86-2.5-2z"></path></svg></span>Our Roadmap</div><div class="admonitionContent_S0QG"><p>We're actively working on expanding lineage support for new data sources.
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Visit our <a href="https://feature-requests.datahubproject.io/roadmap" target="_blank" rel="noopener noreferrer">Official Roadmap</a> for upcoming updates!</p></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="references">References<a href="#references" class="hash-link" aria-label="Direct link to References" title="Direct link to References"></a></h2><ul><li><a href="https://www.youtube.com/watch?v=rONGpsndzRw&t=1s" target="_blank" rel="noopener noreferrer">DataHub Basics: Lineage 101</a></li><li><a href="https://www.youtube.com/watch?v=BlCLhG8lGoY&t=1s" target="_blank" rel="noopener noreferrer">DataHub November 2022 Town Hall</a> - Including Manual Lineage Demo</li><li><a href="https://blog.datahubproject.io/data-in-context-lineage-explorer-in-datahub-a53a9a476dc4" target="_blank" rel="noopener noreferrer">Data in Context: Lineage Explorer in DataHub</a></li><li><a href="https://blog.datahubproject.io/harnessing-the-power-of-data-lineage-with-datahub-ad086358dec4" target="_blank" rel="noopener noreferrer">Harnessing the Power of Data Lineage with DataHub</a></li><li><a href="https://blog.datahubproject.io/data-lineage-what-it-is-and-why-it-matters-1a8d9846f0bd" target="_blank" rel="noopener noreferrer">Data Lineage: What It Is And Why It Matters</a></li></ul></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="slackUtm_uoBr"><div class="slackUtm_uoBr"><hr>Need more help? 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