Data lakes have become essential for organizations seeking to store vast amounts of structured and unstructured data. However, managing these repositories presents several challenges: * Data Consistency and Integrity: Traditional data lakes often lack support for ACID (Atomicity, Consistency, Isolation, Durability) transactions, leading to issues with data consistency, especially during concurrent