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pandas vs Polars vs DuckDB: when each one actually wins
Three Python data libraries, three personalities. pandas is the API everyone knows. Polars is faster and stricter. DuckDB is the database masquerading as a library. Here's the decision framework I use, with the cases where each is genuinely the right pick.