Buttermilk Branch is a stream located in Pontotoc County, Mississippi. It appears on the Thaxton USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 344.49 feet (105.00 m) above sea level. The nearest populated place is Hurricane, approximately 2.0 miles to the N.