Caney Branch is a stream located in Hardin County, Tennessee. It appears on the Pittsburg Landing USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 364.17 feet (111.00 m) above sea level. The nearest populated place is New Hope, approximately 1.9 miles to the NE.