Cave Branch is a stream located in Towns County, Georgia. It appears on the Macedonia USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,618.11 feet (798.00 m) above sea level. The nearest populated place is Mountain Scene, approximately 2.8 miles to the SW.