Stafford Creek is a stream located in Caldwell County, North Carolina. It appears on the Drexel USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 990.81 feet (302.00 m) above sea level. The nearest populated place is Lovelady (historical), approximately 1.5 miles to the NW.