Heerup is a Danish surname. Notable people with the surname include:

Henry Heerup (1907–1993), Danish painter, graphic artist, and sculptor Hjalmar Heerup (1886–1961), Danish footballer (1934–2016), Danish visual artist (1903–1989), Danish music educator and music researcher (born 1964), Danish visual artist