i think you can, but you need to sew fabric for the front part of the sole. so, it will cover and hold the cover. the downside of doing it is that will be hard to put in and take out the shoes for another cover. so, to avoid this too, sew the zipper to the back side of the shoes and sew extra fabric for the zipper cover