The biggest thing to remember with the glitter tape (at least if it's from American Crafts) is the backing is CLEAR. I kept trying to remove the white backing, and that's the back of the glitter.
It is much easier if you're trying to just remove the clear part instead...I usually end up softly bending one of the corners o get it started. It also helps that I have really thin nails.