New York, New York - Dakota Johnson and Machine Gun Kelly were caught together in the Big Apple – is there a romance brewing between them?

Over the weekend, the Fifty Shades of Grey star and the Bloody Valentine artist raised eyebrows after they were captured arriving at Taylor Swift's apartment.

In the viral snaps, Dakota and MGK were seen leaving a black SUV together, walking into the Tribeca property, and later heading to Estela Restaurant.

The Verity actor sported a black sheer top and black wide-legged pants while the Bad Things singer rocked a white tank, dark bottoms, and a jacket that featured a skeleton on the back.

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Per TMZ, the Style hitmaker wasn't home when Dakota and MGK pulled up!

This also isn't the first time the two have been together this summer, as they reportedly attended Taylor and Travis Kelce's July 3 nuptials.

Dakota and MGK, born Colson Baker, are both currently single, as the Madame Web star just split from Role Model and ended her eight-year relationship with Chris Martin last year.

MGK welcomed a daughter with Megan Fox last March, but the pair called off their engagement the year prior.