The hot rumored couple left The Nice Guy together on Saturday night (November 28) in West Hollywood, Calif.
They walked out of a back door and got into into a waiting car together. You can watch below (via TMZ).
Zayn and Gigi hit up the same club together earlier in the week.
Zayn Malik & Gigi Hadid Hold Hands at The Nice Guy