Bitterlich is a German surname. Notable people with the surname include:

Don Bitterlich (born 1954), American football player Eduard Bitterlich (1833–1872), Austrian painter Hans Bitterlich (1860–1949), Austrian sculptor Walter Bitterlich (1908–2008), Austrian scientist