Pelican Bay is a bay located in Otter Tail County, Minnesota. It appears on the Ottertail USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,320.54 feet (402.50 m) above sea level. The nearest populated place is Ottertail, approximately 1.2 miles to the ENE.