Oliver is a son of 2003 WRC champion Petter. He has also uncle Henning and relative Oscar while Pontus Tidemand is a step son of Henning Solberg. Oliver's mother Pernilla Walfridson Solberg was also a rally driver but these days only co-drive for Petter on his historic outings with an old Ford Escort mk2.