MiniLake is an open-source, MIT-licensed local Databricks API emulator that runs on Python 3.11+ and Docker, allowing for real SQL execution and Spark job execution without cloud costs. It provides a full-fledged Databricks experience with catalogs, schemas, tables, volumes, functions, and more.