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

Alexander Gumberg (1887–1939), Ukrainian immigrant to the US Jordan Gumberg (born 1995), American golfer Stanley Gumberg (1927–2009), American businessman, investor, philanthropist, and sailor

See also Gumberg Library Gomberg, another surname