Caney Branch is a stream located in Lamar County, Mississippi. It appears on the Pinebur USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 160.76 feet (49.00 m) above sea level. The nearest populated place is Rouse, approximately 3.4 miles to the S.