Rataj is a Slavic surname. Notable people with the surname include:
- Igor Rataj (born 1973), Slovak ice hockey player
- Maciej Rataj (1884–1940), Polish politician and writer
- Mojca Rataj (born 1979), Bosnian alpine skier
- Tomáš Rataj (born 2003), Czech footballer