It is the phrasal verb. It means that you haven't seen somebody for a long time and want to tell a lot of interesting things, for example.
This is from a book:
catch up (with somebody), catch somebody up = move faster than somebody in front of you so that you reach them
For instance: I'm not ready to go yet. You go on and I will catch up with you / I'll catch you up.