Drake Fuels Romance Rumors With Taylor Swift Photo From His Birthday Party

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Drake's 30th birthday must have been some party, because he's still sharing photos from the bash weeks later.

A slew of stars showed up to celebrate the rapper's monumental birthday on Oct. 23 at Delilah in West Hollywood, including Taylor Swift, her frenemy Katy Perry and John Mayer, who dated both ladies in the past.

WATCH: Drake Shares Melancholy Instagram After Split From Rihanna

Swift's mere appearance at the party seemed to ignite rumors that a romance was brewing between herself and Drake, and on Thursday, he further fueled the speculation by sharing a photo of the two at the private event.

The Instagram image, taken of the stars from behind, shows Drake standing next to Swift, who's wearing a sexy black crop top and matching pencil skirt. "Is that velvet?" the caption reads, referring to the rapper's blazer.

Just last week, model Karlie Kloss also shared a photo of herself and Swift at the party, with the caption: "Happy belated [Drake]."

Other guests at the party included Jamie Foxx, French Montana, Shay Mitchell, Zoe Kravitz, and Drake's dad, Dennis Graham. Rihanna, who split from Drake just weeks before his birthday, was noticeably absent from the event, as well as Swift's musician ex, Calvin Harris.

WATCH: Katy Perry Rocks Out to Kanye West's 'Famous' Taylor Swift Diss

Here's a look inside the party that Drake apparently can't stop Instagramming about: