Top 5 Python SQL-on-DataFrame tools for after-work learners
Map for SQL-on-DataFrame after work: Polars SQL, SQLGlot, DuckDB, SQLFrame, Ibis. Anchored on Polars 1.44.2 + SQLGlot 30.18 freshness—not DuckDB 2.0 / Polars Iceberg / Polars 2.0 RC retreads. Educational only. Not investment advice.