Caney Branch is a stream located in Madison County, Mississippi. It appears on the Way USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 190.29 feet (58.00 m) above sea level. The nearest populated place is Mill Town, approximately 3.5 miles to the SE.