Caney Branch is a stream located in Panola County, Texas. It appears on the Harris Chapel USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 249.34 feet (76.00 m) above sea level. The nearest populated place is Center Point, approximately 2.2 miles to the NNE.