Whetstone Creek is a stream located in Shawnee County, Kansas. It appears on the Grantville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 845.13 feet (257.60 m) above sea level. The nearest populated place is Spencer, approximately 0.5 miles to the S.