Birungi is a surname. Notable people with the surname include:
Barbara Birungi (born 1986), Ugandan technologist Grace Birungi (born 1973), Ugandan runner Irene Birungi (born 1973), Ugandan entrepreneur, broadcaster, and columnist Patrick Birungi (born 1968), Ugandan economist