Chapel Branch is a stream located in Ralls County, Missouri. It appears on the Center USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 551.18 feet (168.00 m) above sea level. The nearest populated place is Joanna, approximately 2.8 miles to the WNW.