Caney Branch is a stream located in Stone County, Mississippi. It appears on the Airey USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 147.64 feet (45.00 m) above sea level. The nearest populated place is McHenry, approximately 2.1 miles to the WNW.