Atlanta optioned Burkhalter to Triple-A Gwinnett on Wednesday.
Burkhalter was just called up Tuesday and made his major-league debut versus the Nationals, yielding one run over one inning of work. He'll be replaced on the roster by Elieser Hernandez, who will offer the Atlanta bullpen more length.