Over the last decade, the world of data architecture has gone through several transformations. From traditional data warehouses to Hadoop-based data lakes and now to the emerging Lakehouse paradigm, each stage represents a response to new challenges in scale, cost, and flexibility. But what exactly is a Data Lake, and how does a Data Lakehouse