Abstract Context Landscape heterogeneity is a key driver of ecological processes, yet how spatial structure influences animal space use across scales remains insufficiently understood. In managed boreal forests, the composition and configuration of forest patches in the landscape may constrain how large herbivores use their winter habitat. Objectives We examined how multi-scale structural metrics of young forest patches shape utilization intensity within moose ( Alces alces ) winter ranges and c