April 28, 2014 10:52 AM EDT

Looks like Katy Perry has a thing for musicians, but who could blame her?

Just two months after splitting with beau John Mayer, the Birthday singer was spotted snuggling up with DJ Diplo (whose real name is Wesley Pentz) at various New York locations, including a Amazing Spider-Man 2 afterparty last week.

“They were very affectionate, very lovey-dovey,” a source told People.

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