Dog ice cream differs from regular ice cream as it is formulated with safe ingredients for dogs, avoids harmful substances, and often contains flavors that appeal to canines. It also takes into account dogs' nutritional needs, may use lactose-free alternatives, and has a softer texture for easier consumption.