Ulleberg is a Norwegian surname. Notable people with the surname include:

(born 1950), Norwegian former tennis player Frithjof Ulleberg (1911–1993), Norwegian footballer (born 1954), Norwegian glass artist Toril Charlotte Ulleberg Reynolds (born 1987), Norwegian politician