Rockliff grew up on his family's farm at Sassafras. He attended Latrobe High School and Launceston Church Grammar School. He completed a diploma in farm management at Lincoln University in New Zealand, before returning to Sassafras to manage the family property. He was president of the Latrobe Football Club from 2006 to 2009.
