Uses the MariaDB DuckDB storage engine to run a full Orders Report against 1M orders/2M items, showing runtime dropping from 18.5s on InnoDB to 0.29s when both tables are DuckDB (63× faster). Covers Docker Compose setup, creating read-only DuckDB snapshots, the exact SQL used, validation, limitations, and next steps for syncing writes.