Olsons Bay is a bay located in Jefferson County, Wisconsin. It appears on the Busseyville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 778.67 feet (237.34 m) above sea level. The nearest populated place is Glenn Oaks Beach, approximately 0.3 miles to the NNW.