Horan and Capaldi met online in 2017 when Horan was impressed with the latter's singing and songwriting. They immediately hit it off.
Horan and Capaldi opened up more about their friendship during Glamour's friendship test in October 2019. The pair explained how they met and became friends — with lots of jokes from Capaldi — and discussed how they bonded over their mutual love of "sad music."