Embedded retail analytics with DuckDB, dbt, Polars, and FastAPI

Most small and mid-sized retail datasets fit comfortably on a single laptop, yet teams often rent expensive cloud data warehouses to query a few million rows. The Deterministic SME Retail Analytics En