Polars scales a laptop‑prototype query to 16 billion rows without code changes
A Polars LazyFrame built on a 10 k‑row sample can be run unchanged on a 16 billion‑row market‑data set in the cloud, cutting ETL development time. The demo shows a single query powering a Plotly Enterprise dashboard, proving that local prototyping can scale to production without rewrites.