There may not be a simple yes or no response, but there are a few guidelines to keep in mind. Most dogs can drink cow's milk or goat's milk, however some dogs may be allergic or lactose intolerant, cautions Dr. Stephanie Liff, DVM and owner of Pure Paws Veterinary Care of Clinton Hill Brooklyn, N.Y.