Bleich is a surname. Notable people with the surname include:
Jeff Bleich, current US Ambassador to Australia
Jeremy Bleich (born 1987), professional baseball relief pitcher
J. David Bleich (born 1936), rabbi and authority on Jewish law and ethics
Judith Bleich, professor of Judaic studies at Touro College in Manhattan
Yaakov Bleich (born 1964), US-Ukrainian rabbi