Tjernberg is a Swedish surname. Notable people with the surname include:

Gunilla Tjernberg (1950–2019), Swedish politician Lina Bertling Tjernberg (born 1973), Swedish electrical engineer Magdalena Tjernberg (born 1970), Swedish athlete Ove Tjernberg (1928–2001), Swedish actor