Cherry Creek is a stream located in Anderson County, Kansas. It appears on the Westphalia USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,000.57 feet (304.97 m) above sea level. The nearest populated place is Westphalia, approximately 4.2 miles to the SSW.