Caramel cake should be loosely covered and can be stored at room temperature for 3-4 days. Refrigerating cakes is not recommended. Leftover slices can be frozen for up to 3 months. You can also bake the cake layers in advance, wrap them in plastic wrap and freeze them for up to 3 months. Allow them to come to room temperature and top with icing when ready to enjoy.