Gunpowder Creek is a stream located in Caldwell County, North Carolina. It appears on the Bethlehem USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 930.18 feet (283.52 m) above sea level. The nearest populated place is Concord (historical), approximately 1.2 miles to the WNW.