Whetstone Mountain is a summit located in Caldwell County, North Carolina. It appears on the Buffalo Cove USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,221.91 feet (677.24 m) above sea level. The nearest populated place is Patterson, approximately 1.9 miles to the SE.