Kirshbaum is a Jewish surname derived from the German word literally meaning "cherry tree". Notable people with the surname include:
Howard Kirshbaum (born 1938), associate justice of the Colorado Supreme Court Larry Kirshbaum (born 1944), American publishing executive Ralph Kirshbaum (born 1946), American cellist
See also Kirschbaum Kirschenbaum