Willoughby Branch is a stream located in Cullman County, Alabama. It appears on the Cold Springs USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 502.08 feet (153.03 m) above sea level. The nearest populated place is Cold Springs, approximately 1.9 miles to the ESE.