Hopsworks AI Lakehouse with

Databricks

Hopsworks provides a S3/ADLS/GCS connector to enable Delta Lake tables to be mounted as an external feature group in Hopsworks. Delta Lake tables can also be a source for feature pipelines, with features stored in Hopsworks’ Online/Offline stores. Delta Lake tables can also be sinks for predictions or logs produced by inference pipelines.

Hopsworks Integrations

You can extend Databricks with real-time feature serving capability with Hopsworks. You can also centrally manage features stored in a Delta Lake on Hopsworks, enabling them to be joined with features from other data sources. You can use Delta Lake tables as data sources in Python or Spark feature pipelines.

Useful links: Delta Lake tables on S3, ADLS, GCS

Other integrations

Kubeflow
Parquet (Athena, S3, ADLS, GCS)
Apache Flink