If you stay in the same state, your plates stay. Just get new stickers. If you cross state lines? You might need new plates. New numbers. New identity.
Your old plates become souvenirs. Or paperweights. Or you return them. Some states demand them back—like a jealous ex.
Fun fact: In California, you can keep your old plates if you “personalize” them. But you’ll pay extra. Because California.