Rocky Branch is a stream located in Washington County, Missouri. It appears on the Old Mines USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 613.96 feet (187.14 m) above sea level. The nearest populated place is Bliss, approximately 2.1 miles to the E.