Released by Three 6 Mafia in the mid-2000s, "Fuck That Nigga" stands as a defining track within the Southern hip-hop and gangsta rap landscape. The song exemplifies the group's signature sound, blending gritty Memphis production with aggressive, street-level lyricism that became a hallmark of their discography. As a staple of Three 6 Mafia's catalog, the recording captures the raw energy and rhythmic complexity characteristic of the era's underground movement. It serves as a testament to the artist's ability to craft intense, memorable tracks that resonated deeply with fans of the genre, solidifying their reputation as pioneers of modern trap and Southern rap influences.