Data Lake vs Data Warehouse? In our experience, people often confuse the two approaches to data management. They either conflate them or misunderstand how they are alike, yet different. Rather than deal in the abstract, we thought it would make sense to have the data lakes vs. data warehouses discussion using the example of data analytics in insurance claims management. It’s a category we know well.