pandas vs Polars vs DuckDB: A Data Scientist’s Guide to Choosing the Right Tool

Towards AI
Data Science

Image by author ai Introduction pandas has been the standard tool for working with tabular data in Python for over a decade. But as datasets grow larger and performance requirements increase, two modern alternatives have emerged: Polars , a DataFrame library written in Rust, and DuckDB , an embedded SQL database optimized for analytics...