Most dogs can drink cow's milk or goat's milk, however some dogs may be allergic or lactose intolerant, cautions Dr. ... And further, while most dogs will readily drink milk, It's the consequence of that milk drinking that we worry about, says Dr. Heather Brausa, staff doctor at NYC's Animal Medical Center.