Album Description Available in: The Delivery Man is the 21st studio album by Elvis Costello, released on Lost Highway Records, B0002593-02. It was recorded with the Imposters at Sweet Tea Studio in Oxford, Mississippi. It peaked at No. 40 on the Billboard 200.