Lake Avenue is a station on the abandoned North Shore Branch of the Staten Island Railway in Mariners Harbor, Staten Island, New York. It has two tracks and two side platforms. It is located in an open cut. The station was abandoned on March 31, 1953, along with the South Beach Branch and the rest of the North Shore Branch.