Lake Park is a town in Palm Beach County, Florida, United States. Lake Park is part of the Miami metropolitan area of South Florida. The population was 9,047 at the 2020 US census. Lake Park is located at 26°48′1″N 80°3′51″W / 26.80028°N 80.06417°W.