Magnolia is a small village in Gloucester, located in Essex County, Massachusetts, United States, on the Manchester-by-the-Sea town line in the southwestern part of the city. Straddling the town line between the two communities is Surf Park, a two-acre swath of land that has scenic views of Kettle Cove.