The on-again, off-again couple was spotted hopping on a jet together in Van Nuys, Calif., Wednesday.
Bieber and Gomez tried to keep a low profile as they made their way to the aircraft, with Gomez covering up her face and part of her body with a big green coat as she ran to the jet toting a black purse.
This is just the latest sighting of the pair, who have kept mum on their ever-changing relationship status since their first breakup in November.
The Biebs recently visited the former Wizards of Waverly Place star on the set of her upcoming comedy Behaving Badly, and will spend Christmas with his ladylove, according to a source.
—Additional reporting by Ken Baker