Scatter Creek is a stream located in Jefferson County, Kansas. It appears on the Easton SW USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 965.14 feet (294.17 m) above sea level. The nearest populated place is Winchester, approximately 3.7 miles to the NW.