Drive It Like It's Stolen is Dave's sixth solo LP, following 2021's Blood Harmony, and he describes the album's style as "post-apocalyptic Americana." Drive It Like It's Stolen was produced by Will Hoge and is inspired in part by Dave's experience as a father.