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