Caney Branch is a stream located in Vernon County, Louisiana. It appears on the Simpson South USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 216.54 feet (66.00 m) above sea level. The nearest populated place is Simpson, approximately 1.9 miles to the NE.