Model Registry A model registry is a service that provides version-control-like behaviour for ML models. There are a number of open source and commercial model registries. MLFlow MLFlow is an open source model registry that provides a bunch of features including model version registration and result storage. SnowPark Registry SnowPark is a container runtime environment inside Snowflake and it provides Model Registry functionality which is documented here.