Bielby is a surname. Notable people with the surname include:
Elizabeth Bielby, British physician and missionary Jonathan Bielby (born 1944), British organist Matt Bielby (born 1965), British magazine editor Paul Bielby (born 1956), British footballer Richard Bielby (born 1947), British cricketer William T. Bielby, American sociologist