Oliver was born in East Providence, Rhode Island to Rosemary (sur Perry) and Anthony Oliver.
In 1997, Oliver left Rhode Island to attend the University of Hartford in West Hartford, Connecticut, where he was a member of Sigma Nu fraternity.