> For the complete documentation index, see [llms.txt](https://docs.feast.dev/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.feast.dev/reference.md).

# Reference

- [Codebase Structure](https://docs.feast.dev/reference/codebase-structure.md)
- [Type System](https://docs.feast.dev/reference/type-system.md)
- [Data sources](https://docs.feast.dev/reference/data-sources.md)
- [Overview](https://docs.feast.dev/reference/data-sources/overview.md)
- [Table formats](https://docs.feast.dev/reference/data-sources/table-formats.md)
- [File](https://docs.feast.dev/reference/data-sources/file.md)
- [Snowflake](https://docs.feast.dev/reference/data-sources/snowflake.md)
- [BigQuery](https://docs.feast.dev/reference/data-sources/bigquery.md)
- [Redshift](https://docs.feast.dev/reference/data-sources/redshift.md)
- [Push](https://docs.feast.dev/reference/data-sources/push.md)
- [Kafka](https://docs.feast.dev/reference/data-sources/kafka.md)
- [Kinesis](https://docs.feast.dev/reference/data-sources/kinesis.md)
- [Spark (contrib)](https://docs.feast.dev/reference/data-sources/spark.md)
- [PostgreSQL (contrib)](https://docs.feast.dev/reference/data-sources/postgres.md)
- [Trino (contrib)](https://docs.feast.dev/reference/data-sources/trino.md)
- [Azure Synapse + Azure SQL (contrib)](https://docs.feast.dev/reference/data-sources/mssql.md)
- [Couchbase (contrib)](https://docs.feast.dev/reference/data-sources/couchbase.md)
- [Oracle (contrib)](https://docs.feast.dev/reference/data-sources/oracle.md)
- [Athena (contrib)](https://docs.feast.dev/reference/data-sources/athena.md)
- [Clickhouse (contrib)](https://docs.feast.dev/reference/data-sources/clickhouse.md)
- [Ray (contrib)](https://docs.feast.dev/reference/data-sources/ray.md)
- [MongoDB (contrib)](https://docs.feast.dev/reference/data-sources/mongodb.md)
- [Offline stores](https://docs.feast.dev/reference/offline-stores.md)
- [Overview](https://docs.feast.dev/reference/offline-stores/overview.md)
- [Dask](https://docs.feast.dev/reference/offline-stores/dask.md)
- [Snowflake](https://docs.feast.dev/reference/offline-stores/snowflake.md)
- [BigQuery](https://docs.feast.dev/reference/offline-stores/bigquery.md)
- [Redshift](https://docs.feast.dev/reference/offline-stores/redshift.md)
- [DuckDB](https://docs.feast.dev/reference/offline-stores/duckdb.md)
- [Couchbase Columnar (contrib)](https://docs.feast.dev/reference/offline-stores/couchbase.md)
- [Spark (contrib)](https://docs.feast.dev/reference/offline-stores/spark.md)
- [PostgreSQL (contrib)](https://docs.feast.dev/reference/offline-stores/postgres.md)
- [Trino (contrib)](https://docs.feast.dev/reference/offline-stores/trino.md)
- [Azure Synapse + Azure SQL (contrib)](https://docs.feast.dev/reference/offline-stores/mssql.md)
- [Clickhouse (contrib)](https://docs.feast.dev/reference/offline-stores/clickhouse.md)
- [Ray (contrib)](https://docs.feast.dev/reference/offline-stores/ray.md)
- [Oracle (contrib)](https://docs.feast.dev/reference/offline-stores/oracle.md)
- [Athena (contrib)](https://docs.feast.dev/reference/offline-stores/athena.md)
- [MongoDB (contrib)](https://docs.feast.dev/reference/offline-stores/mongodb.md)
- [Remote Offline](https://docs.feast.dev/reference/offline-stores/remote-offline-store.md)
- [Hybrid](https://docs.feast.dev/reference/offline-stores/hybrid.md)
- [Online stores](https://docs.feast.dev/reference/online-stores.md)
- [Overview](https://docs.feast.dev/reference/online-stores/overview.md)
- [SQLite](https://docs.feast.dev/reference/online-stores/sqlite.md)
- [Snowflake](https://docs.feast.dev/reference/online-stores/snowflake.md)
- [Redis](https://docs.feast.dev/reference/online-stores/redis.md)
- [Dragonfly](https://docs.feast.dev/reference/online-stores/dragonfly.md)
- [Datastore](https://docs.feast.dev/reference/online-stores/datastore.md)
- [DynamoDB](https://docs.feast.dev/reference/online-stores/dynamodb.md)
- [Bigtable](https://docs.feast.dev/reference/online-stores/bigtable.md)
- [Remote](https://docs.feast.dev/reference/online-stores/remote.md)
- [PostgreSQL](https://docs.feast.dev/reference/online-stores/postgres.md)
- [HBase](https://docs.feast.dev/reference/online-stores/hbase.md)
- [Cassandra + Astra DB](https://docs.feast.dev/reference/online-stores/cassandra.md)
- [Couchbase](https://docs.feast.dev/reference/online-stores/couchbase.md)
- [MySQL](https://docs.feast.dev/reference/online-stores/mysql.md)
- [Hazelcast](https://docs.feast.dev/reference/online-stores/hazelcast.md)
- [ScyllaDB](https://docs.feast.dev/reference/online-stores/scylladb.md)
- [SingleStore](https://docs.feast.dev/reference/online-stores/singlestore.md)
- [Milvus](https://docs.feast.dev/reference/online-stores/milvus.md)
- [MongoDB](https://docs.feast.dev/reference/online-stores/mongodb.md)
- [Elasticsearch](https://docs.feast.dev/reference/online-stores/elasticsearch.md)
- [Qdrant](https://docs.feast.dev/reference/online-stores/qdrant.md)
- [Faiss](https://docs.feast.dev/reference/online-stores/faiss.md)
- [Hybrid](https://docs.feast.dev/reference/online-stores/hybrid.md)
- [Registries](https://docs.feast.dev/reference/registries.md)
- [Metadata](https://docs.feast.dev/reference/registries/metadata.md)
- [Local](https://docs.feast.dev/reference/registries/local.md)
- [S3](https://docs.feast.dev/reference/registries/s3.md)
- [GCS](https://docs.feast.dev/reference/registries/gcs.md)
- [SQL](https://docs.feast.dev/reference/registries/sql.md)
- [Snowflake](https://docs.feast.dev/reference/registries/snowflake.md)
- [HDFS](https://docs.feast.dev/reference/registries/hdfs.md)
- [Remote](https://docs.feast.dev/reference/registries/remote.md)
- [Registry permissions](https://docs.feast.dev/reference/registries/registry-permissions.md)
- [Providers](https://docs.feast.dev/reference/providers.md)
- [Local](https://docs.feast.dev/reference/providers/local.md)
- [Google Cloud Platform](https://docs.feast.dev/reference/providers/google-cloud-platform.md)
- [Amazon Web Services](https://docs.feast.dev/reference/providers/amazon-web-services.md)
- [Azure](https://docs.feast.dev/reference/providers/azure.md)
- [Compute Engines](https://docs.feast.dev/reference/compute-engine.md)
- [Snowflake](https://docs.feast.dev/reference/compute-engine/snowflake.md)
- [AWS Lambda (alpha)](https://docs.feast.dev/reference/compute-engine/lambda.md)
- [Spark (contrib)](https://docs.feast.dev/reference/compute-engine/spark.md)
- [Apache Flink](https://docs.feast.dev/reference/compute-engine/flink.md)
- [Ray (contrib)](https://docs.feast.dev/reference/compute-engine/ray.md)
- [Feature repository](https://docs.feast.dev/reference/feature-repository.md)
- [feature\_store.yaml](https://docs.feast.dev/reference/feature-repository/feature-store-yaml.md)
- [.feastignore](https://docs.feast.dev/reference/feature-repository/feast-ignore.md)
- [Registration inferencing](https://docs.feast.dev/reference/feature-repository/registration-inferencing.md)
- [Kubernetes auth setup](https://docs.feast.dev/reference/kubernetes_auth_setup.md)
- [User token provisioning](https://docs.feast.dev/reference/user_token_provisioning.md)
- [Feature servers](https://docs.feast.dev/reference/feature-servers.md)
- [Python feature server](https://docs.feast.dev/reference/feature-servers/python-feature-server.md)
- [\[Alpha\] Go feature server](https://docs.feast.dev/reference/feature-servers/go-feature-server.md)
- [MCP Feature Server](https://docs.feast.dev/reference/feature-servers/mcp-feature-server.md)
- [Offline Feature Server](https://docs.feast.dev/reference/feature-servers/offline-feature-server.md)
- [Registry server](https://docs.feast.dev/reference/feature-servers/registry-server.md)
- [\[Beta\] Web UI](https://docs.feast.dev/reference/alpha-web-ui.md)
- [\[Beta\] On demand feature view](https://docs.feast.dev/reference/beta-on-demand-feature-view.md)
- [\[Alpha\] Static Artifacts Loading](https://docs.feast.dev/reference/alpha-static-artifacts.md)
- [\[Alpha\] Vector Database](https://docs.feast.dev/reference/alpha-vector-database.md)
- [\[Alpha\] Data quality monitoring](https://docs.feast.dev/reference/dqm.md)
- [\[Alpha\] Streaming feature computation with Denormalized](https://docs.feast.dev/reference/denormalized.md)
- [\[Alpha\] Feature View Versioning](https://docs.feast.dev/reference/alpha-feature-view-versioning.md)
- [OpenLineage Integration](https://docs.feast.dev/reference/openlineage.md)
- [MLflow Integration](https://docs.feast.dev/reference/mlflow.md)
- [Feast CLI reference](https://docs.feast.dev/reference/feast-cli-commands.md)
- [Usage](https://docs.feast.dev/reference/usage.md)


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