The album was re-released by New West Records on January 25, 2005 along with the band's first studio effort, Gangstabilly.

Hood dedicated the album to Arthur Alexander, Sam Phillips and Jerry Wexler.

Most of Drive-By Trucker's breakthrough album, Southern Rock Opera, was written while the band toured in support of Pizza Deliverance.

Pizza Deliverance saw guitarist Mike Cooley's first major contributions to the band (aside from Gangstabilly's "Panties In Your Purse") as his songwriting and lyrical style continued to develop.

An alternate (and more electric) version of Cooley's "Uncle Frank" was recorded during The Dirty South sessions and can be heard on The Fine Print: A Collection of Oddities and Rarities.