I benchmark your data pipeline against DuckDB and deliver a signed report with before/after             performance numbers. 172M rows/second on a single workstation. Spark/Databricks → DuckDB migrations with verified    5–25× gains and 80%+ cost reduction.                                                                                 Tags: DuckDB, Data Engineering, Apache Spark, ETL, Database Optimization