Delta Lake is an open-source storage layer that brings ACID transactions to big data workloads. It delivers reliability and data quality, ensuring data integrity with schema enforcement and expectations. Its key features like time-travel for version history, upserts and deletions, enable easy error handling and data change analysis. Users appreciate Delta Lake's integration with popular data frameworks like Apache Spark, and its capability to handle petabyte-scale datasets with ease.