I haven't personally used it and I believe it's still relatively early in development, but it provides a pyspark compatible python API, so the idea is you should be able to migrate your Spark/Databricks workloads easily. Arroyo seems to be focused on Streaming. Lake Sail targets streaming and batch workloads.