pyFIA provides a programmatic API for working with Forest Inventory and Analysis (FIA) data. It leverages modern Python data science tools like Polars and DuckDB for efficient processing of large-scale national forest inventory datasets while maintaining exact statistical compatibility with FIA EVALIDator.