Hagelstam is a surname. Notable people with the surname include:

Anna Hagelstam (1883–1946), Finnish singer and songwriter Sandra Hagelstam (born 1987), Swedish-speaking Finnish blogger, influencer, fashion designer, and entrepreneur Stella Hagelstam (born 1984), Finnish dressage rider