ZAFM (Zone-Adaptive Fuel Mapping) is a methodology for generating high-resolution wildfire fuel maps from land cover data. It uses publicly available resources to provide fuel maps for wildfire spread forecasting. Described in Zone adaptive fuel mapping for high-resolution wildfire spread forecasting (DOI: 10.1038/s41598-025-06402-1).