If there are any creases in the garment, the hairspray may fix them in place. Consider ironing the garment beforehand, if it’s terribly wrinkly.
Use cool or lukewarm water. Hot water can loosen the glue.
Consider buying a little jar of glitter to repair the outfit as needed. You may also need extra fabric glue. Find these things at any arts-and-crafts store.