Goose Bay is a bay located in Franklin County, Vermont. It appears on the East Alburg USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 97.42 feet (29.69 m) above sea level. The nearest populated place is Highgate Springs, approximately 1.1 miles to the E.