A data architecture paradigm that combines the best features of data lakes and data warehouses, providing ACID transactions, schema enforcement, and governance on low-cost storage with support for both business intelligence and machine learning workloads. Effective implementation supports data-driven strategies and helps maintain data integrity across systems.