Dogs shouldn't eat baking powder in large amounts. It can create severe digestive issues. For a dog cake, adding 1/2 teaspoon to the cake is usually fine. But if you are unsure, skip it. As a result, the cake will be flat and dense, but your dog won't mind the texture.