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

Dorothee Poelchau (1902–1977), German librarian and resistance fighter (1773–1836), German singer Harald Poelchau (1903–1972), German prison chaplain, religious socialist, and resistance fighter

See also 10348 Poelchau, a minor planet