Westmoreland Creek is a stream located in Iredell County, North Carolina. It appears on the Shepherds USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 761.18 feet (232.01 m) above sea level. The nearest populated place is Shinnville, approximately 0.6 miles to the SSW.