A cover for an athletic shoe includes an elastic fabric upper member sized to snugly conformally fit over an athletic shoe covering at least the mid-foot region of a shoe upper portion and extending above and encircling the wearer's ankle. An elastic lower member extends under at least a portion of the shoe sole spanning the inboard and outboard side panels of the upper member without covering the gripping surfaces of the shoe sole. A zipper is provided in the fabric upper member to form an openable seam enabling the wearer to remove the athletic shoe and attach the cover on the wearer's foot without removing the cover from the shoe.