The couple welcomed the baby boy named Rufus Emmanuel Lundberg, on November 7, reported E! online.
The comedic actor and his wife of four years are also parents to a three-year-old son.
During a 2014 appearance on the "Tonight Show Starring Jimmy Fallon," Galifianakis revealed their firstborn's gender an entire year after Lundberg had given birth.