Caney Creek is a stream located in Coal County, Oklahoma. It appears on the Coalgate USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 561.02 feet (171.00 m) above sea level. The nearest populated place is Coalgate, approximately 1.5 miles to the W.