Caney Creek is a stream located in Hancock County, Kentucky. It appears on the Pellville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 408.33 feet (124.46 m) above sea level. The nearest populated place is Gatewood, approximately 1.6 miles to the SSW.