Sponsored Topics. Glen Cove is a city in Nassau County, New York on the North Shore of Long Island. As of the United States 2010 Census, the city population was 26,964. The Mayor is Mr. Ralph V. Suozzi, cousin of former Nassau County Executive Thomas Suozzi.