3 Polars Tricks for High-Performance Data Manipulation

Polars achieves high-speed data processing through its Rust-based expression engine and query optimizer that rewrites queries before execution. Using lazy evaluation with scan_parquet and the .over() method avoids unnecessary data loading and costly group-by joins, boosting performance.