Lloyd's "Caddillac Love" features Taniya Walter and serves as a standout track from his 2010 album, Southside. The song exemplifies the Southern hip-hop sound of the era, blending trap rhythms with a melodic hook that became a signature element of Lloyd's discography. Released during a period when Atlanta-based artists were dominating the mainstream, the recording captures the specific aesthetic of early 2010s Southern rap, characterized by its polished production and vocal delivery. The collaboration with Walter highlights the collaborative nature of the genre, contributing to the song's widespread recognition and cementing Lloyd's status as a key figure in the region's musical landscape.