How to store Cake is best stored wrapped in aluminum foil or in an airtight container. This will keep the mini bundt cakes fresh for up to a week. Avoid storing cake in the refrigerator, as it tends to dry out there. If you want to freeze the cakes, wrap them tightly in plastic wrap or foil and place them in a freezer bag.