# 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)
  * [Feature view](getting-started/concepts/feature-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)
  * [Batch Materialization Engine](getting-started/components/batch-materialization-engine.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)
* [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)
* [MCP - AI Agent Example](../examples/mcp_feature_store/README.md)

## 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)
* [Running Feast in production (e.g. on Kubernetes)](how-to-guides/running-feast-in-production.md)
* [Customizing Feast](how-to-guides/customizing-feast/README.md)
  * [Adding a custom batch materialization engine](how-to-guides/customizing-feast/creating-a-custom-materialization-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)

## 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)
  * [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)
* [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)
  * [Remote Offline](reference/offline-stores/remote-offline-store.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)
  * [IKV](reference/online-stores/ikv.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)
  * [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)
* [Registries](reference/registries/README.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)
  * [Remote](reference/registries/remote.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)
* [Batch Materialization Engines](reference/batch-materialization/README.md)  
  * [Snowflake](reference/batch-materialization/snowflake.md)
  * [AWS Lambda (alpha)](reference/batch-materialization/lambda.md)
  * [Spark (contrib)](reference/batch-materialization/spark.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)
* [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)
* [\[Alpha\] Vector Database](reference/alpha-vector-database.md)
* [\[Alpha\] Data quality monitoring](reference/dqm.md)
* [\[Alpha\] Streaming feature computation with Denormalized](reference/denormalized.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)