Hi MF, it all depends what you want to do with the end product. If it's a show piece the remove the plate and use whatever paint works best for color match and application. If it's a daily driver, leave the plate in place to add strength and again paint with what ever is practical, it won't really matter in the fullness of time. Cheers, Ted