I don't see anywhere what year your car is. Here's how to remove the diffuser for a 14-15 car. It's pretty simple. And no it doesn't require you to remove the bumper.
2014 Rear Diffuser Removal
I'd imagine the rockers are also pretty easy to remove.
You're going to be very pleased with these all painted. (I did mine and love it!)