Gashumba is a surname. Notable people with the surname include:

Diane Gashumba, Rwandan pediatrician, medical administrator, politician, diplomat Frank Gashumba (born 1974), Ugandan businessman Sheilah Gashumba (born 1996), Ugandan media personality