Caney Branch is a stream located in Jefferson County, Mississippi. It appears on the Caseyville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 341.21 feet (104.00 m) above sea level. The nearest populated place is Pleasant Hill, approximately 2.0 miles to the NNE.