Cave Branch is a stream located in Madison County, Missouri. It appears on the Rock Pile Mountain USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 528.22 feet (161.00 m) above sea level. The nearest populated place is Wide Ford, approximately 0.8 miles to the NW.