Cain Branch is a stream located in Mercer County, Missouri. It appears on the Mill Grove USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 803.81 feet (245.00 m) above sea level. The nearest populated place is Mill Grove, approximately 1.6 miles to the SSW.