Olson Bay is a bay located in St. Louis County, Minnesota. It appears on the Shagawa Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,338.98 feet (408.12 m) above sea level. The nearest populated place is Burntside, approximately 2.0 miles to the SSW.