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

• Arne Vinje Gunnerud (1930-2007), Norwegian sculptor
• Jon Arne Gunnerud, Norwegian handball player
• Jørgen Gunnerud (born 1948), Norwegian crime fiction writer
• Sverre M. Gunnerud (born 1948), Norwegian television presenter

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