The song serves as the lead single off Carlile's fourth studio album, Bear Creek.

[1] It was recorded by Tanya Tucker for her 2023 album Sweet Western Sound, which was co-produced by Carlile.

The song's lyrics were inspired by the addiction and recovery of one of Carlile's friends[2][3] while the style was influenced by Elton John, The Beatles and Sheryl Crow.

[5] On March 19, 2012, "That Wasn't Me" was announced along with Carlile's fourth studio album via her official website.

The single's music video features Kris Kristofferson portraying the role of the addict.