Featureform

Featureform is an MLOps company based in San Francisco, California, that specializes in an open-source virtual feature store. Founded in 2019, the company aims to streamline the creation, management, and deployment of machine learning features. Its platform addresses challenges in ML operations, such as fragmented data workflows and training-serving inconsistencies, making features a key component of the machine learning process.

The flagship product is a centralized repository that allows data scientists to define, manage, and serve features with built-in versioning and lineage tracking. Featureform also offers a Python framework for orchestrating data infrastructure and integrates seamlessly with various cloud data platforms and processing engines. In 2024, Featureform was acquired by Redis, enhancing its capabilities by combining its feature store with Redis's real-time data platform. This partnership aims to improve data delivery for intelligent systems across various industries, including technology, finance, healthcare, and retail.