+18 Data Lake Architecture Ideas . Even so, the details can vary, depending on the software used and how it’s implemented. Delta lake provides acid transactions, scalable metadata handling, and unifies streaming and batch data processing. Kylo Data Lake Architecture Download Scientifi…