Real SQL interview questions for data engineers across joins, aggregations, window functions, Delta Lake patterns, and query plan debugging. Each question comes with the short answer you can say out loud and the senior system answer that shows how the engine really executes it. Reviewed every two weeks against recent interview reports and Databricks platform updates.