The high levels of sugar in ice cream are also no good for your dog. Even sugarless ice cream is dangerous because xylitol is toxic to dogs. In fact, ice cream with any sort of artificial sweetener is probably a no-go for your pup. Many flavors of ice cream are also potentially dangerous for dogs.