Getty, TikTok Katy Perry is reacting to the news that Josh Groban is engaged, years after she revealed that she wrote the song "The One That Got Away" about him. Katy and Josh briefly dated back in 2009, but two decades later, they still remain friends. Amid his engagement to musical theatre actress Natalie McQueen, Katy posted a video of herself jokingly crying as she listened to her own song.