Berries are a crucial fall resource for a multitude of wildlife species including migratory birds, threatened grizzly bears, black bears, and a variety of small mammals. Berries are also an important socioeconomic and cultural resource for local communities and indigenous populations. We leverage satellite and aerial imagery data within a machine learning framework to develop species-specific maps of shrub distributions along the biologically diverse Rocky Mountain Front.