Caney Branch is a stream located in Panola County, Texas. It appears on the Tatum USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 305.12 feet (93.00 m) above sea level. The nearest populated place is Arbor, approximately 2.2 miles to the ESE.