In other ice cream, it's the flavor itself or the add-ins that are dangerous to your dog.
Chocolate is toxic to dogs, and some nuts are toxic or bad for dogs, too.
In some dogs, dairy products like ice cream may cause diarrhea and other digestive upsets.
Additionally, sugar isn't great for dogs.