# Table of contents * [Introduction](README.md) * [Blog](blog/README.md) * [Community & getting help](community.md) * [Roadmap](roadmap.md) * [Changelog](https://github.com/feast-dev/feast/blob/master/CHANGELOG.md) ## Getting started * [Quickstart](getting-started/quickstart.md) * [GenAI](getting-started/genai.md) * [Architecture](getting-started/architecture/README.md) * [Overview](getting-started/architecture/overview.md) * [Language](getting-started/architecture/language.md) * [Push vs Pull Model](getting-started/architecture/push-vs-pull-model.md) * [Write Patterns](getting-started/architecture/write-patterns.md) * [Feature Transformation](getting-started/architecture/feature-transformation.md) * [Feature Serving and Model Inference](getting-started/architecture/model-inference.md) * [Role-Based Access Control (RBAC)](getting-started/architecture/rbac.md) * [Concepts](getting-started/concepts/README.md) * [Overview](getting-started/concepts/overview.md) * [Project](getting-started/concepts/project.md) * [Data ingestion](getting-started/concepts/data-ingestion.md) * [Entity](getting-started/concepts/entity.md) * [Data types](getting-started/concepts/feast-types.md) * [Feature repository](getting-started/concepts/feature-repo.md) * [Feature view](getting-started/concepts/feature-view.md) * [Batch feature view](getting-started/concepts/batch-feature-view.md) * [Stream feature view](getting-started/concepts/stream-feature-view.md) * [Tiling with Intermediate Representations](getting-started/concepts/tiling.md) * [Label view](getting-started/concepts/label-view.md) * [Feature retrieval](getting-started/concepts/feature-retrieval.md) * [Point-in-time joins](getting-started/concepts/point-in-time-joins.md) * [\[Alpha\] Saved dataset](getting-started/concepts/dataset.md) * [Permission](getting-started/concepts/permission.md) * [Tags](getting-started/concepts/tags.md) * [Use Cases](getting-started/use-cases.md) * [Components](getting-started/components/README.md) * [Overview](getting-started/components/overview.md) * [Registry](getting-started/components/registry.md) * [Offline store](getting-started/components/offline-store.md) * [Online store](getting-started/components/online-store.md) * [Feature server](getting-started/components/feature-server.md) * [Compute Engine](getting-started/components/compute-engine.md) * [Stream Processor](getting-started/components/stream-processor.md) * [Provider](getting-started/components/provider.md) * [Authorization Manager](getting-started/components/authz_manager.md) * [OpenTelemetry Integration](getting-started/components/open-telemetry.md) * [Third party integrations](getting-started/third-party-integrations.md) * [FAQ](getting-started/faq.md) ## Tutorials * [Sample use-case tutorials](tutorials/tutorials-overview/README.md) * [Driver ranking](tutorials/tutorials-overview/driver-ranking-with-feast.md) * [Fraud detection on GCP](tutorials/tutorials-overview/fraud-detection.md) * [Real-time credit scoring on AWS](tutorials/tutorials-overview/real-time-credit-scoring-on-aws.md) * [Driver stats on Snowflake](tutorials/tutorials-overview/driver-stats-on-snowflake.md) * [\[Deprecated\] Validating historical features with Great Expectations](tutorials/validating-historical-features.md) * [Building streaming features](tutorials/building-streaming-features.md) * [Retrieval Augmented Generation (RAG) with Feast](tutorials/rag-with-docling.md) * [RAG Fine Tuning with Feast and Milvus](../examples/rag-retriever/README.md) * [MCP - AI Agent Example](../examples/mcp_feature_store/README.md) * [Feast-Powered AI Agent](../examples/agent_feature_store/README.md) * [Demo Notebooks](tutorials/demo-notebooks.md) * [Feature Quality Monitoring Quickstart](../examples/monitoring/monitoring-quickstart.ipynb) ## How-to Guides * [Running Feast with Snowflake/GCP/AWS](how-to-guides/feast-snowflake-gcp-aws/README.md) * [Install Feast](how-to-guides/feast-snowflake-gcp-aws/install-feast.md) * [Create a feature repository](how-to-guides/feast-snowflake-gcp-aws/create-a-feature-repository.md) * [Deploy a feature store](how-to-guides/feast-snowflake-gcp-aws/deploy-a-feature-store.md) * [Build a training dataset](how-to-guides/feast-snowflake-gcp-aws/build-a-training-dataset.md) * [Load data into the online store](how-to-guides/feast-snowflake-gcp-aws/load-data-into-the-online-store.md) * [Read features from the online store](how-to-guides/feast-snowflake-gcp-aws/read-features-from-the-online-store.md) * [Scaling Feast](how-to-guides/scaling-feast.md) * [Structuring Feature Repos](how-to-guides/structuring-repos.md) * [Multi-Team Feature Store Setup](how-to-guides/federated-feature-store.md) * [Running Feast in production (e.g. on Kubernetes)](how-to-guides/running-feast-in-production.md) * [Feast on Kubernetes](how-to-guides/feast-on-kubernetes.md) * [Operator Configuration Guides](how-to-guides/feast-operator/README.md) * [1 — Project Provisioning](how-to-guides/feast-operator/01-project-provisioning.md) * [2 — Persistence](how-to-guides/feast-operator/02-persistence.md) * [3 — Serving & Observability](how-to-guides/feast-operator/03-serving-and-observability.md) * [4 — Registry Topology](how-to-guides/feast-operator/04-registry-topology.md) * [5 — Security](how-to-guides/feast-operator/05-security.md) * [6 — Batch & Jobs](how-to-guides/feast-operator/06-batch-and-jobs.md) * [7 — OpenLineage & Materialization](how-to-guides/feast-operator/07-openlineage-and-materialization.md) * [Feast Production Deployment Topologies](how-to-guides/production-deployment-topologies.md) * [Online Server Performance Tuning](how-to-guides/online-server-performance-tuning.md) * [Customizing Feast](how-to-guides/customizing-feast/README.md) * [Adding a custom compute engine](how-to-guides/customizing-feast/creating-a-custom-compute-engine.md) * [Adding a new offline store](how-to-guides/customizing-feast/adding-a-new-offline-store.md) * [Adding a new online store](how-to-guides/customizing-feast/adding-support-for-a-new-online-store.md) * [Adding a custom provider](how-to-guides/customizing-feast/creating-a-custom-provider.md) * [Adding or reusing tests](how-to-guides/adding-or-reusing-tests.md) * [Starting Feast servers in TLS(SSL) Mode](how-to-guides/starting-feast-servers-tls-mode.md) * [Importing Features from dbt](how-to-guides/dbt-integration.md) * [Entity Key Serialization (v2 to v3)](how-to-guides/entity-reserialization-of-from-v2-to-v3.md) * [Feature Quality Monitoring](how-to-guides/feature-monitoring.md) ## Reference * [Codebase Structure](reference/codebase-structure.md) * [Type System](reference/type-system.md) * [Data sources](reference/data-sources/README.md) * [Overview](reference/data-sources/overview.md) * [Table formats](reference/data-sources/table-formats.md) * [File](reference/data-sources/file.md) * [Snowflake](reference/data-sources/snowflake.md) * [BigQuery](reference/data-sources/bigquery.md) * [Redshift](reference/data-sources/redshift.md) * [Push](reference/data-sources/push.md) * [Kafka](reference/data-sources/kafka.md) * [Kinesis](reference/data-sources/kinesis.md) * [Spark (contrib)](reference/data-sources/spark.md) * [PostgreSQL (contrib)](reference/data-sources/postgres.md) * [Trino (contrib)](reference/data-sources/trino.md) * [Azure Synapse + Azure SQL (contrib)](reference/data-sources/mssql.md) * [Couchbase (contrib)](reference/data-sources/couchbase.md) * [Oracle (contrib)](reference/data-sources/oracle.md) * [Athena (contrib)](reference/data-sources/athena.md) * [Clickhouse (contrib)](reference/data-sources/clickhouse.md) * [Ray (contrib)](reference/data-sources/ray.md) * [MongoDB (contrib)](reference/data-sources/mongodb.md) * [Offline stores](reference/offline-stores/README.md) * [Overview](reference/offline-stores/overview.md) * [Dask](reference/offline-stores/dask.md) * [Snowflake](reference/offline-stores/snowflake.md) * [BigQuery](reference/offline-stores/bigquery.md) * [Redshift](reference/offline-stores/redshift.md) * [DuckDB](reference/offline-stores/duckdb.md) * [Couchbase Columnar (contrib)](reference/offline-stores/couchbase.md) * [Spark (contrib)](reference/offline-stores/spark.md) * [PostgreSQL (contrib)](reference/offline-stores/postgres.md) * [Trino (contrib)](reference/offline-stores/trino.md) * [Azure Synapse + Azure SQL (contrib)](reference/offline-stores/mssql.md) * [Clickhouse (contrib)](reference/offline-stores/clickhouse.md) * [Ray (contrib)](reference/offline-stores/ray.md) * [Oracle (contrib)](reference/offline-stores/oracle.md) * [Athena (contrib)](reference/offline-stores/athena.md) * [MongoDB (contrib)](reference/offline-stores/mongodb.md) * [Remote Offline](reference/offline-stores/remote-offline-store.md) * [Hybrid](reference/offline-stores/hybrid.md) * [Online stores](reference/online-stores/README.md) * [Overview](reference/online-stores/overview.md) * [SQLite](reference/online-stores/sqlite.md) * [Snowflake](reference/online-stores/snowflake.md) * [Redis](reference/online-stores/redis.md) * [Dragonfly](reference/online-stores/dragonfly.md) * [Datastore](reference/online-stores/datastore.md) * [DynamoDB](reference/online-stores/dynamodb.md) * [Bigtable](reference/online-stores/bigtable.md) * [Remote](reference/online-stores/remote.md) * [PostgreSQL](reference/online-stores/postgres.md) * [HBase](reference/online-stores/hbase.md) * [Cassandra + Astra DB](reference/online-stores/cassandra.md) * [Couchbase](reference/online-stores/couchbase.md) * [MySQL](reference/online-stores/mysql.md) * [Hazelcast](reference/online-stores/hazelcast.md) * [ScyllaDB](reference/online-stores/scylladb.md) * [SingleStore](reference/online-stores/singlestore.md) * [Milvus](reference/online-stores/milvus.md) * [MongoDB](reference/online-stores/mongodb.md) * [Elasticsearch](reference/online-stores/elasticsearch.md) * [Qdrant](reference/online-stores/qdrant.md) * [Faiss](reference/online-stores/faiss.md) * [Hybrid](reference/online-stores/hybrid.md) * [Registries](reference/registries/README.md) * [Metadata](reference/registries/metadata.md) * [Local](reference/registries/local.md) * [S3](reference/registries/s3.md) * [GCS](reference/registries/gcs.md) * [SQL](reference/registries/sql.md) * [Snowflake](reference/registries/snowflake.md) * [HDFS](reference/registries/hdfs.md) * [Remote](reference/registries/remote.md) * [Registry permissions](reference/registry/registry-permissions.md) * [Providers](reference/providers/README.md) * [Local](reference/providers/local.md) * [Google Cloud Platform](reference/providers/google-cloud-platform.md) * [Amazon Web Services](reference/providers/amazon-web-services.md) * [Azure](reference/providers/azure.md) * [Compute Engines](reference/compute-engine/README.md) * [Snowflake](reference/compute-engine/snowflake.md) * [AWS Lambda (alpha)](reference/compute-engine/lambda.md) * [Spark (contrib)](reference/compute-engine/spark.md) * [Apache Flink](reference/compute-engine/flink.md) * [Ray (contrib)](reference/compute-engine/ray.md) * [Feature repository](reference/feature-repository/README.md) * [feature\_store.yaml](reference/feature-repository/feature-store-yaml.md) * [.feastignore](reference/feature-repository/feast-ignore.md) * [Registration inferencing](reference/feature-repository/registration-inferencing.md) * [Kubernetes auth setup](reference/auth/kubernetes_auth_setup.md) * [User token provisioning](reference/auth/user_token_provisioning.md) * [Feature servers](reference/feature-servers/README.md) * [Python feature server](reference/feature-servers/python-feature-server.md) * [\[Alpha\] Go feature server](reference/feature-servers/go-feature-server.md) * [MCP Feature Server](reference/feature-servers/mcp-feature-server.md) * [Offline Feature Server](reference/feature-servers/offline-feature-server.md) * [Registry server](reference/feature-servers/registry-server.md) * [\[Beta\] Web UI](reference/alpha-web-ui.md) * [\[Beta\] On demand feature view](reference/beta-on-demand-feature-view.md) * [\[Alpha\] Static Artifacts Loading](reference/alpha-static-artifacts.md) * [\[Alpha\] Vector Database](reference/alpha-vector-database.md) * [\[Deprecated\] Data quality monitoring (Great Expectations)](reference/dqm.md) * [\[Alpha\] Streaming feature computation with Denormalized](reference/denormalized.md) * [\[Alpha\] Feature View Versioning](reference/alpha-feature-view-versioning.md) * [OpenLineage Integration](reference/openlineage.md) * [MLflow Integration](reference/mlflow.md) * [Feast CLI reference](reference/feast-cli-commands.md) * [Python API reference](http://rtd.feast.dev) * [Usage](reference/usage.md) ## Project * [Contribution process](project/contributing.md) * [Development guide](project/development-guide.md) * [Backwards Compatibility Policy](project/compatibility.md) * [Maintainer Docs](project/maintainers.md) * [Versioning policy](project/versioning-policy.md) * [Release process](project/release-process.md) * [Feast 0.9 vs Feast 0.10+](project/feast-0.9-vs-feast-0.10+.md) * [Architecture Decision Records](adr/README.md) * [ADR-0001: Feature Services](adr/ADR-0001-feature-services.md) * [ADR-0002: Component Refactor](adr/ADR-0002-component-refactor.md) * [ADR-0003: On-Demand Transformations](adr/ADR-0003-on-demand-transformations.md) * [ADR-0004: Entity Join Key Mapping](adr/ADR-0004-entity-join-key-mapping.md) * [ADR-0005: Stream Transformations](adr/ADR-0005-stream-transformations.md) * [ADR-0006: Kubernetes Operator](adr/ADR-0006-kubernetes-operator.md) * [ADR-0007: Unified Feature Transformations](adr/ADR-0007-unified-feature-transformations.md) * [ADR-0008: Feature View Versioning](adr/ADR-0008-feature-view-versioning.md) * [ADR-0009: Contribution and Extensibility](adr/ADR-0009-contribution-extensibility.md) * [ADR-0010: Vector Database Integration](adr/ADR-0010-vector-database-integration.md) * [ADR-0011: Data Quality Monitoring](adr/ADR-0011-data-quality-monitoring.md) * [ADR-0012: LabelView](adr/ADR-0012-label-view.md)