Cherry Creek is a stream located in Rutherford County, North Carolina. It appears on the Rutherfordton North USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 903.88 feet (275.50 m) above sea level. The nearest populated place is Gilkey, approximately 1.3 miles to the W.