Boulder Bay is a bay located in St. Louis County, Minnesota. It appears on the Lake Agnes USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,184.19 feet (360.94 m) above sea level. The nearest populated place is Crane Lake, approximately 21.4 miles to the W.