Cold Water Creek is a stream located in Caldwell County, North Carolina. It appears on the Globe USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,241.71 feet (378.47 m) above sea level. The nearest populated place is Maple Grove, approximately 1.9 miles to the W.