Little Gunpowder Creek is a stream located in Caldwell County, North Carolina. It appears on the Granite Falls USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,038.65 feet (316.58 m) above sea level. The nearest populated place is Granville Terrace, approximately 1.2 miles to the SE.