Building Data pipelines in GCP
Table of Contents
FEAST
- Open source feature store
- Serves features in production
- Prevents feature leakage by building training datasets from batch data
- Automates process of loading and serving features in an online feature store
- Supports feature store management without kubernetes, spark or self-managed infra.
- Feature stores require access to compute layers, offline and online databases and need to directly interface with production systems.