# Integrations

lakeFS works with the tools you already use. Because it exposes an S3-compatible gateway and native clients, most engines and libraries read and write data from a lakeFS repository with little more than a configuration change. This section has one page per tool, grouped by what the tool does.

If you work with Apache Iceberg tables, start with the dedicated [Iceberg](<https://docs.lakefs.io/iceberg/index.md>) section, which covers the lakeFS Iceberg REST Catalog that several of the engines below connect through. For programmatic access, the [SDKs and clients](<https://docs.lakefs.io/reference/python/index.md>) reference covers the Python SDK, `lakectl`, and the other language clients.

- **Compute &amp; query engines**

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  Run analytics and transformations directly against versioned data.

  [Apache Spark](<https://docs.lakefs.io/integrations/spark/index.md>) · [Trino / Presto](<https://docs.lakefs.io/integrations/presto_trino/index.md>) · [DuckDB](<https://docs.lakefs.io/integrations/duckdb/index.md>) · [Databricks](<https://docs.lakefs.io/integrations/databricks/index.md>) · [AWS Glue &amp; Athena](<https://docs.lakefs.io/integrations/athena/index.md>) · [Starburst Galaxy](<https://docs.lakefs.io/integrations/starburst_galaxy/index.md>) · [Dremio](<https://docs.lakefs.io/integrations/dremio/index.md>) · [Delta Lake](<https://docs.lakefs.io/integrations/delta/index.md>) · [Apache Kafka](<https://docs.lakefs.io/integrations/kafka/index.md>)
- **Catalogs**

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  Expose lakeFS-managed tables to external catalogs.

  [Glue Data Catalog](<https://docs.lakefs.io/integrations/glue_metastore/index.md>) · [Unity Catalog](<https://docs.lakefs.io/integrations/unity-catalog/index.md>)
- **AI &amp; ML**

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  Version data and models across your machine learning stack.

  [MLflow](<https://docs.lakefs.io/integrations/mlflow/index.md>) · [HuggingFace Datasets](<https://docs.lakefs.io/integrations/huggingface_datasets/index.md>) · [Amazon SageMaker](<https://docs.lakefs.io/integrations/sagemaker/index.md>) · [Vertex AI](<https://docs.lakefs.io/integrations/vertex_ai/index.md>) · [Kubeflow](<https://docs.lakefs.io/integrations/kubeflow/index.md>) · [Red Hat OpenShift AI](<https://docs.lakefs.io/integrations/red_hat_openshift_ai/index.md>) · [LanceDB](<https://docs.lakefs.io/integrations/lancedb/index.md>)
- **Orchestration**

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  Build reproducible pipelines that commit and branch data.

  [Apache Airflow](<https://docs.lakefs.io/integrations/airflow/index.md>) · [Airbyte](<https://docs.lakefs.io/integrations/airbyte/index.md>)