Self-serve data discovery platform enabling enterprise data consumers to find, visualize and interact with managed, continuously updated datasets for fast, accurate analysis. Features include an ML-based mapping engine that scans databases, applications, files and big-data stores, plus an SQL-generation engine, metadata browsing, querying, report and data-service creation.