Cave Branch is a stream located in Shelby County, Texas. It appears on the Neuville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 347.77 feet (106.00 m) above sea level. The nearest populated place is Brady, approximately 0.9 miles to the W.