Penov is a Macedonian (Macedonian: Пенов) and Bulgarian (Bulgarian: Пенов) surname. Notable people with this surname include:
- Igor Penov (born 1984), Macedonian basketball player
- Ljuma Penov, Serbian actress
- Marko Penov (1922–1998), Serbian woodcarver