Dogs can get violent with cats. Dogs and cats may tend to bicker with each other. Even though some can live in harmony, there can still be mishaps at times. Some dogs may want to chase after cats because they see them as prey. In extreme cases, a dog with high predatory aggression can injure or even kill them.