Side-by-side contrast of the old pattern — a raw data lake and a separate data warehouse fed by two duplicate ETL pipelines, producing inconsistent copies that drift apart — versus the unified lakehouse pattern, where a single object-storage layer with an open table format (Iceberg/Delta) provides ACID transactions and schema enforcement and is queried directly by both BI/SQL analytics and data science/ML workloads as a single source of truth.