Most cats are lactose intolerant This means that consuming lactose—which milk and most kinds of ice cream contain—can lead to upset stomach, diarrhea, and vomiting in cats. Furthermore, with its typical sugar, fat, and dairy content, ice cream can contribute to obesity in cats.