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Featureform

Open-source virtual feature store over existing infrastructure

Featureform is profiled here as a Embeddings tool for engineering teams. Read about features, pricing, and how it compares to related options in the tools directory.

Description

 Featureform is an open-source virtual feature store, created by Simba Khadder and formerly known as StreamSQL, that turns a team's existing data infrastructure into a feature store without replacing it. Data scientists define features, labels, and training sets in code, and Featureform orchestrates the transformations on the systems a team already runs while standardizing how features are named, versioned, and served. The project is licensed under the MPL, and Redis acquired Featureform in 2025 to bring real-time feature serving to its data platform.

Key Capabilities:

  • A virtual feature store layered over existing data infrastructure

  • Feature, label, and training-set definitions managed as versioned code

  • Orchestration of transformations on Spark, Snowflake, and other engines

  • Immutable, versioned features for safe reuse across teams

  • Low-latency serving for features in production inference

  • Role-based access control, lineage, and audit logging

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