In the 1990s, Price had a relationship with drum and bass artist Kemistry, who died in a car accident in 1999.He was romantically involved with singer Björk for several years until their break up in September 1996.Price married model Sonjia Ashby, but divorced in 2005. As of 2003, he had five children.Goldie appeared on 20 June 2009, with his girlfriend of two years, Mika on ITV1's All Star Mr and Mrs with Phillip Schofield and Fern Britton. As of 2010, he is married to Mika Wassenaar, a Canadian.
As of 2006, he lives in a country house in Bovingdon, Hertfordshire, which he bought in 1998.In 2002 Hodder & Stoughton published Price's autobiography Nine Lives, which he wrote with Paul Gorman.
In July 2010, Goldie received an honorary doctorate in Social Sciences from Brunel University, Uxbridge.On 3 September 2010, Goldie received an honorary degree of Doctor of Design from the University of Wolverhampton.
On 7 September 2010, Goldie's 23 year old son Jamie Price was sentenced to life imprisonment, with a minimum tariff of 21 years, for murder. Price was convicted after stabbing a man to death on 24 August 2008. The victim was a member of a rival gang.