Heat shield removal

because I had a MAC ProChamber put on and my car has a terrible buzzing/rattling sound under 2000 rpm's. I was told it was the heat shield, so if I get rid of it I the rattle will go away. It buzzes and rattles all the time, very annoying. What else might it be? :shrug:

Is the heat shield by the first or second set of cats?