The couple, who were photographed holding hands in Beverly Hills earlier this week, have been rumored to be dating for a while. In fact, Peltz shared a cute snap of herself sitting on Hadid's lap on Instagram.
"Taken by the queen @ellenvonunwerth," she captioned the shot, from what appears to be her birthday dinner last Friday.
Though Hadid and Peltz share the same friend group, the Transformers: Age of Extinction actress was most recently linked to Justin Bieber. Peltz and the pop star were photographed on several dates in Los Angeles and Canada last spring, but their romance fizzled out after a few weeks. Before Bieber, Peltz dated The Last Ship actor Cameron Fuller.
Hadid, meanwhile, has been busy working on his modeling career, recently becoming the face of Hugo Boss' spring 2017 line.
ET has reached out to reps for Hadid and Peltz for comment.
While Anwar heats things up with Peltz, his sister, Bella Hadid, seems to have narrowly avoided a run-in with her ex, The Weeknd, at Madison Square Garden in New York City on Wednesday night. The singer was spotted kissing Selena Gomez last week.