Caldwell Branch is a stream located in Monroe County, Mississippi. It appears on the Smithville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 223.10 feet (68.00 m) above sea level. The nearest populated place is Flinn, approximately 1.6 miles to the ENE.