Sidewalk rovers lead the sidewalk & last-mile delivery robots market at 54.0% share by robot type, followed by food delivery at 40.0% by application and hardware at 50.0% by component. Demand centers on efficient last-mile deliveries, while regulatory restrictions and deployment costs remain key constraints.