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

Haakon Tranberg (1917–1991), Norwegian sprinter Lene Tranberg (born 1956), Danish architect Robert Tranberg (born 1969), Swedish footballer Robin Tranberg (born 1993), Swedish footballer Viktor Tranberg (born 1997), Danish footballer