Frozen cupcakes may taste slightly different than fresh cupcakes but that could be for a number of reasons. The type of cupcake and recipe, how it was wrapped as well as the length of freeze time can all affect the taste. For the best results, enjoy them as soon as possible and try not to freeze past three months. While they're still safe to eat, you may notice the quality decreases the longer they are frozen.