Caney Branch Ridge is a ridge located in Monroe County, Tennessee. It appears on the Bald River Falls USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,650.26 feet (503.00 m) above sea level. The nearest populated place is Waucheesi, approximately 2.2 miles to the E.