Goose Creek is a city in Berkeley County in the U.S. state of South Carolina. The population was 35,938 at the 2010 census. Most of the Naval Weapons Station Charleston is in Goose Creek. As defined by the U.S. Office of Management and Budget, and used only by the U.S.