Yes, they do. When they grow, they eventually get too big for their current "skin" (really a shell-like material) and simply go through the slow process of peeling it off, which takes a few hours in most cases. They then proceed to eat it!
Do Crabs Shed Skin?
Yes they do peal off and grow new shells.