Tanev is a Bulgarian surname. Notable people with the surname include:
- Anton Yugov (Anton Tanev Yugov), Bulgarian politician
- Badr Salem Nayef (born Petar Tanev), Qatari weightlifter
- Brandon Tanev, Canadian ice hockey player
- Christopher Tanev, Canadian ice hockey player
- Ivan Tanev, Bulgarian former hammer thrower
- Lachezar Tanev, Bulgarian former footballer
- Milcho Tanev, Bulgarian footballer
- Milen Tanev, Bulgarian footballer
- Peter Tanev, Danish/Bulgarian weather presenter
- Vasil Tanev, Bulgarian tried for complicity in the Reichstag fire in 1933.
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