Bay Spring is a spring located in Ashland County, Wisconsin. It appears on the Shanagolden USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,471.61 feet (448.55 m) above sea level. The nearest populated place is Shanagolden, approximately 3.8 miles to the NNE.