Here is some info to help you with this.
OR.....just use a spray primer like Kilz orZinser, tape of any area ,of course ,then simply prime and paint when dry....
Is it a paintable caulking? It depends where it is and why you'd want to paint it.
Paintable caulking accepts paint fine by brush spray or roller.