Olin Beach is a beach located in Dane County, Wisconsin. It appears on the Madison West USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 848.14 feet (258.51 m) above sea level. The nearest populated place is South Madison, approximately 0.5 miles to the W.