This research uses Google Earth Engine and machine learning to map burned areas and estimate biomass loss from Canada’s 2023 wildfires. The analysis found 19.48 million hectares burned and about 2,830 megatons of biomass lost. These tools improve disaster assessment, ecological recovery planning, and environmental decision-making at national scale.