The rumoured hot new couple were first pictured together as they left a Los Angeles party following the American Music Awards on Sunday.
And now the duo were spotted yet again leaving well-known Hollywood club, The Nice Guy, last night.
The VS model and former One Direction singer desperately tried to conceal themselves from the paparazzi as they left the venue, with Gigi trying every trick in the book to hide herself.
At one point she is seen trying to cover her face with her hair… and then her phone… and then her bag, but she failed (obvz) as the paps snapped away.
Gigi's sister Bella was also spotted with the pair, but when it was going-home time, Bella was noticeably absent from the car ride home, which left the two love birds alone.
Us Weekly reports that the couple first met back in August as they both attended Kylie Jenner's birthday party – while Gigi was still dating Joe Jonas. We just wonder when they will become public… because it's pretty obvious what's going on!