Bitter Creek is a stream located in Cherokee County, Kansas. It appears on the Neutral USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 800.52 feet (244.00 m) above sea level. The nearest populated place is Quakervale (historical), approximately 2.0 miles to the E.