Little Sand Bay is a bay located in Bayfield County, Wisconsin. It appears on the Sand Island USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 602.14 feet (183.53 m) above sea level. The nearest populated place is Sand Bay, approximately 0.4 miles to the SW.