Walker-Peters started his youth career at the Tottenham Hotspur Academy, where he developed his skills and talent as a promising right-back. He made his senior debut for Tottenham Hotspur in August 2017 in a UEFA Champions League match against APOEL Nicosia. He also made appearances in the Premier League and FA Cup for Tottenham during his time at the club.