Pure Infinity is SwaVay’s debut studio album and his first and only release under Metro Boomin’s record label, Boominati Worldwide.
In a March 2019 Twitter post, SwaVay shared that the album was two months away, slating it for a May release. On April 11, he revealed the album’s artwork, as he enjoys having multiple covers for his projects.
On May 15, SwaVay released the album’s lead single, “2 AM,” which is produced by Metro. Two days later, on May 17, he unveiled the tracklist via Twitter.