Swanenburg is a Dutch surname. Notable people with the surname include:
Claes Isaacsz Swanenburg (1572–1652), Dutch painter Isaac van Swanenburg (1537–1614), Dutch painter and glazier Jacob van Swanenburgh (1571–1638), Dutch painter Maria Swanenburg (1839–1915), Dutch serial killer