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

Anita Thallaug (born 1938), Norwegian actress and singer Axel Thallaug (1866–1938), Norwegian lawyer and politician Edith Thallaug (1929–2020), Norwegian actress and opera singer Haakon Thallaug (1903–1984), Norwegian barrister