Yea. Simple. Pry up and try to pull off straight or twist off so that you dont scratch the bag then once they are off take a mild solvent to remove the adhesive. WD-40 will work just find without taking the finish off the bike. It takes some elbow grease but will work fine. Once done use some windex to clean the rest then wax or plege it to protect it.