Milk or dairy can cause diarrhea in dogs, especially if not non-fat or low-fat. Fatty foods can cause diarrhea by themselves, but as dogs cannot process fat as well as people, they can also cause an illness called pancreatitis which may result in other gastrointestinal signs such as vomiting and/or decreased appetite.