In February 2019, Perry released her first single of the year, titled "365", with DJ Zedd. 365 was followed up with the singles "Never Really Over" on May 31, "Small Talk" on August 9, and "Harleys in Hawaii" on October 16. She also appeared in Taylor Swift's music video for "You Need to Calm Down".