Rock Creek is a stream located in Burke County, North Carolina. It appears on the Valdese USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,032.02 feet (314.56 m) above sea level. The nearest populated place is Hatterbrond (historical), approximately 3.0 miles to the ENE.