The following examples illustrate various Feast use cases to enhance understanding of its functionality.
- Quickstart Example: This is a step-by-step guide for getting started with Feast.
- Java Demo: Demonstrates how to use Feast with Java feature server and deploy it on Kubernetes.
- Kind Quickstart: Demonstrates how to install and use Feast on Kind with the Helm chart.
- Credit Risk End-to-End: Demonstrates how to use Feast with Java feature server and deploy it on Kubernetes.
- Python Helm Demo: Demonstrates Feast with Kubernetes using Helm charts and Python feature server.
- RBAC Local: Shows how to configure and test Role-Based Access Control (RBAC) for securing access in Feast using OIDC authorization in a local environment.
- RBAC Remote: Demonstrates how to configure and test Role-Based Access Control (RBAC) for securing access in Feast using Kubernetes or OIDC Authentication in a Kubernetes environment.
- Remote Offline Store: Demonstrates how to set up and use a remote offline store.
- Podman/Podman Compose Local: Demonstrates how to deploy Feast remote server components using Podman Compose locally.
- RHOAI Feast Demo: Showcases Feast's core functionality using a Jupyter notebook, including fetching online feature data from a remote server and retrieving metadata from a remote registry.
- RAG Fine Tuning with Feast and Milvus: Demonstrates end-to-end RAG fine-tuning using Feast and Milvus, including data preparation, embedding generation, feature store setup, and RAG system implementation with custom FeastRagRetriever.
- Chronon Demo: Demonstrates historical retrieval from Chronon materializations and online retrieval from a live Chronon quickstart service.
- Standalone MCP Server: Demonstrates how to run the standalone Feast MCP server (
feast mcp) against a local feature store and call its tools from an MCP client, both locally and on Kubernetes with the Feast Operator.
The examples below showcase how to deploy and manage Feast on Kubernetes using the Feast Go Operator.
- Operator Quickstart: Demonstrates how to install and use Feast on Kubernetes with the Feast Go Operator.
- Operator Quickstart with Postgres in TLS: Demonstrates installing and configuring Feast with PostgreSQL in TLS mode on Kubernetes using the Feast Go Operator, with an emphasis on volumes and VolumeMounts support.
- Operator RBAC with Kubernetes: Demonstrates the Feast RBAC example on Kubernetes using the Feast Operator.