Rock Spring Branch is a stream located in Rabun County, Georgia. It appears on the Rainy Mountain USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,185.12 feet (361.22 m) above sea level. The nearest populated place is Battle Creek, approximately 4.1 miles to the SE.