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- Delta Lake builds on Parquet format but adds critical enterprise features: ACID transactions (Atomicity, Consistency, Isolation, Durability), time travel (query previous versions), automatic schema evolution/validation, and optimized performance features like Z-ordering and data skipping. The files are still Parquet-based but with transaction logs.