Aalbu is a Norwegian surname. Notable people with the surname include:

Andreas Aalbu (born 1990), Norwegian footballer Ellen Scheel Aalbu (born 1968), Norwegian former footballer (born 1963), Norwegian former footballer (born 1966), Norwegian illustrator