 Buhe was married to the film director Zhulan Qiqike (), who died in 2011.Their daughter, Bu Xiaolin, is also a politician.She was appointed Chairwoman of Inner Mongolia in March 2016, making her the third generation of the Ulanhu family to hold that position.