Choose a Lakehouse when you need to work with large volumes of diverse data (structured, semi-structured, or unstructured), perform data engineering, use Spark, build machine learning models, or support advanced analytics. Choose a Warehouse when your primary goal is SQL-based reporting and business intelligence on structured data.