Clover was born in Lewisham, south east London and studied history at York University, where he started writing plays. After graduating he worked in a variety of jobs including as a postman, on the Cutty Sark, and as a reporter for the South London Press. As a stand-up he was a finalist in the 2013 Laughing Horse New Act Of The Year competition.