you can tell if ice cream has gone bad by looking at it. one common sign is tiny ice shards on top of the ice cream and under the lid. in the early stages, you can remove the ice crystals and still eat the ice cream, but after it progresses the ice cream can turn into a gooey and icy mess that you do not want to eat.