Dogs can taste things that are bitter, salty, sweet, and sour, but it turns out that smell matters more to dogs than the way food tastes. If something smells good to a dog, it will likely go down the hatch. After a couple bites, the texture or taste might play a role, too. What Do Dogs Like to Eat?