Peach skins break down during the baking process, so the choice about peeling them or not is a personal preference. The advantage of not peeling the peaches is they add some beautiful color, flavor, and antioxidants to the cobbler. However, if you are highly sensitive to textures or bitter flavors, peeling them is the way to go.