Caney Branch is a stream located in Panola County, Texas. It appears on the Long Branch USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 291.99 feet (89.00 m) above sea level. The nearest populated place is Long Branch, approximately 3.0 miles to the N.