Whiteman began his career in the youth academy at Tottenham Hotspur, where he quickly rose through the ranks due to his impressive performances. He eventually made his first-team debut for the club in a Europa League match against Apoel Nicosia in December 2017. Since then, Whiteman has continued to train and develop with the first team, serving as the third-choice goalkeeper behind Hugo Lloris and Joe Hart.