Elbaum is a surname. Notable people with the surname include:
Cynthia Elbaum (1966–1994), American photojournalist Dov Elbaum (born 1970), Israeli journalist, television host, and Jewish philosophy lecturer Max Elbaum, American historian, author, and social activist Sebastian Elbaum, American computer scientist