Solid knowledge of data warehouse concepts, including fact and dimension tables, star and snowflake schemas, and Slowly Changing Dimensions (SCD Type 1 and Type 2). 3. Hands on ETL testing experience: full, incremental, integration, and regression loads; validating mappings, transformations, record counts, duplicates, and nulls.