The Python package nirwals provides instrument-specific data reduction for the NIRWALS integral field spectrograph on the Southern African Large Telescope (SALT). It converts raw instrument reads into science-ready data, performing calibration and basic processing steps needed for scientific analysis. nirwals supports full data reduction as well as near real-time monitoring of incoming data. Output is written in FITS format with appropriate header metadata and provenance tracking.