Walnut Creek is a stream located in Johnson County, Missouri. It appears on the Concordia USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 653.50 feet (199.19 m) above sea level. The nearest populated place is Valley City, approximately 3.4 miles to the SW.