Cave Spur Ridge is a ridge located in Harlan County, Kentucky. It appears on the Louellen USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 3,384.74 feet (1,031.67 m) above sea level. The nearest populated place is Chad, approximately 2.0 miles to the N.