Feathr is a scalable feature store that enables data scientists and ML engineers to define, discover, register, and serve features for model training and inference. It integrates with Apache Spark for feature computation, supports Azure cloud deployment, and provides feature governance and lineage tracking. The platform handles the full ML feature lifecycle from raw data transformation to serving features in real-time or batch modes.