Between the cleavage-baring Prada gown, the Harry Winston jewelry and the bump-it, it's no wonder that Perry -- who is on ET's best-dressed list -- caught the attention of the Pirates of the Caribbean star. Bloom was also dressed to the nines in a dashing tuxedo.
Perry showed up to the after party with writer Derek Blasberg, and Bloom was seen leaving the event solo.
During the awards, Perry presented Sam Smith and Jimmy Napes with the Golden Globe for Best Original Song in a Motion Picture for their "Writings on the Wall" track in Spectre. Bloom also attended the awards show as a presenter.
These two are no strangers to having their romances splashed across the headlines. Perry was married to comedian Russell Brand from 2010 to 2012 and has been in an on-again, off-again relationship with John Mayer for several years.
This close conversation will most definitely evoke romance rumors between Perry and Bloom, but the "I Kissed a Girl" singer might have her eye on a Golden Globe nominee. "Ok fine, I'll date you Alicia Vikander," she tweeted about the Danish Girl actress.
Golden Globes night proved to be a wild time for Perry. "Found a curly fry in my dress just now. Gonna eat it," she tweeted on Sunday night. "Hope that's ok. #goodnightgoldenglobes."
Perry's Golden Globes gown certainly turned heads, but Bloom had tongues wagging when he was spotted shirtless on a beach in Malibu, California this past October. Check out the chiseled actor's beach bod: