Caney Creek is a stream located in Benton County, Mississippi. It appears on the Whitten Town USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 383.86 feet (117.00 m) above sea level. The nearest populated place is Gravestown, approximately 0.8 miles to the SE.