A homemade dog cake is a special cake baked with dog-safe ingredients like peanut butter, pumpkin, carrots, and applesauce to celebrate a dog's birthday or occasion. These cakes avoid toxic sweeteners and artificial additives, making them safe and enjoyable for dogs.