Caney Creek is a stream located in Yalobusha County, Mississippi. It appears on the Coffeeville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 206.69 feet (63.00 m) above sea level. The nearest populated place is Gums Crossing, approximately 0.3 miles to the SE.