Some dogs are more prone to rashes than others. Breeds that are predisposed to skin problems, such as Cocker Spaniels, German Shepherd Dogs, Labrador Retrievers, Bulldogs, Doberman Pinschers, and Standard Poodles, may be at an increased risk of developing rashes on their bellies and elsewhere.