Clive married his long time girlfriend, Libby Purvis, on a private beach owned by Richard Brandson on May 14, 1999. They have one set of twins, Amiela and Alexander, born in 2002. In 2003, the couple divorced and now the children live in Australia with their mother.
He re-married in Venice on September 15. 2007 to Caryn Antonini & they now have two sons, Cristiano, born in 2010 & Nicholas, born in 2012. The family live in the Hollywood Hills, California.