Free parking and free admission! Sunset Beach is a popular dog park in Cape May, New Jersey. Dogs are permitted from September 15 through April 15th. There are pet-friendly restaurants nearby as well. The beach offers free parking and free admission. See the sunken ship Atlantus, visit souvenir shops and have a lovely day out with your dog at Sunset Beach.