Bumps on the shoes prevent the bulldozer from slipping.
Feet of bulldozer are designed to bite into the ground. The bumps and the width prevent it from slipping too. Think about your own shoes. Regular shoes do not have spikes, but the shoes for track and field competition come with spikes at the front bottom so you can run faster. Baseball shoes have spikes at both front and rear bottom because you shift your body weight front and back.