Cherry Valley is a valley located in Richland County, Wisconsin. It appears on the Yuba USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 918.88 feet (280.07 m) above sea level. The nearest populated place is Bloom City, approximately 2.3 miles to the SSE.