Cane Hollow Branch is a stream located in Warren County, Tennessee. It appears on the Cardwell Mountain USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 941.60 feet (287.00 m) above sea level. The nearest populated place is Groves (historical), approximately 0.5 miles to the WSW.