Caney Branch is a swamp located in Charlton County, Georgia. It appears on the Newell USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 62.34 feet (19.00 m) above sea level. The nearest populated place is Mattox, approximately 1.5 miles to the SSE.