[1][2] Started in 2004, the convention caters to members of the furry fandom, a subculture focused around fictional anthropomorphic animal characters.

As the gatherings became larger, the idea of formally holding a convention was raised.

After several unsuccessful attempts, a plan was made to hold a convention in February 2004.

[5] In 2005 and 2006, Furry Weekend Atlanta supported the Ellijay Wildlife Rehabilitation Sanctuary, a state and federally licensed wildlife rehabilitation center located in Ellijay, Georgia.

From 2007 to 2023, Furry Weekend Atlanta supported the Conservator's Center, a nonprofit organization working to preserve threatened species.