Rathgeb is a surname. Notable people with the surname include:
Isabell Rathgeb (born 1980), German politician Jorge Rathgeb (born 1967), Chilean politician Tobias Rathgeb (born 1982), German footballer Yannick Rathgeb (born 1995), Swiss ice hockey player