Yes, dogs do dream. On a structural level, human and dogs brains are very similar. Some studies have shown that during sleep, even the brain wave patterns are alike.
Both brains go through the exact same stages of electrical sequences, which mean that yes, dogs indeed do dream, just like people.
What? Well, here are some examples. We can say that they are dreaming about some delicious food or how to fetch its own tail!