Potters goalkeeper Asmir Begovic comfortably saved from Gary Neville before Giggs slotted home with his first-time finish after a low cross from Berbatov was allowed to run across the Stoke area.
As half-time approached, Jamie Murphy gave the Celtic defence a scare with a blazing run into the penalty area, but Loovens and Caldwell cleared the danger.