SCD Type 4 in a Lakehouse: History and Field Audit from Iceberg Snapshots

On a recent build for a regulated credit bureau, we had a hard requirement that pulled in two directions at once. The reporting layer needed dimension tables that stayed small and fast for Power BI, b