Make-Ahead Tips: You can bake and cool the cake layers overnight, storing them tightly wrapped at room temperature. The vanilla buttercream can also be made ahead and refrigerated overnight. Once assembled, store any leftover naked cake at room temperature for up to 2 days, or in the refrigerator for up to a week.