List of Avenue Stores in Cape May, NJ Outlet Note Regular Brands Avenue New Jersey Cape May Rating 4.5 based on 73 votes Official Website http://www.avenue.com/ Products Shoes Swimsuits Accessories Tops Bottoms Dressed NameAddressPhone Name/Address/Phone Avenue outlet - Cape May 605 Madison Ave (609) 884-8266 People Also Viewed