EXCLUSIVE: Inside Taylor Swift's Quiet 4th of July! Plus, See Where Her Squad Spent the Holiday Instead

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When it comes to Fourth of July parties, no one does it better than Taylor Swift!

Over the past few years, the 27-year-old pop star has hosted epic Independence Day bashes at her Rhode Island mansion, inviting a slew of A-listers and making headlines with their enviable Instagram posts. But on Tuesday, Swift and her famous squad were nowhere to be seen at the multimillion-dollar beachfront home.

WATCH: Taylor Swift Celebrates Independence Day at PDA-Filled Beach Bash With Tom Hiddleston, Blake Lively and Ryan Reynolds

Although an inflatable slide was set up on the property, the only people reportedly spending time at the estate this week were the singer's parents, Scott and Andrea Swift.

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So how exactly did Swift and her celeb pals celebrate?

No official word on exactly where Swift was on Tuesday, but fans were hoping to catch a glimpse of her hanging out with her rumored new boyfriend, Joe Alwyn. The two have kept an extremely low profile since romance rumors began swirling in May, a drastic difference from her whirlwind romance with ex-boyfriend Tom Hiddleston. Who could forget last year's party, in which the Thor star wore an "I Heart T.S." T-shirt?

A source told ET on Wednesday that although they don't know why Swift didn't hold her annual bash, the blond beauty is "really focused on working on her new music" right now. The source also told ET the singer is "just in focus mode."

WATCH: Taylor Swift Spotted Grabbing Morning Coffee With Rumored Boyfriend Joe Alwyn in Nashville

"She's spending time with her family ... just doing her," the source added.

As for Swift's relationship with Alwyn, the source believes the Reading, Pennsylvania, native is keeping their love on lockdown in hopes of avoiding the media attention she's received with previous romances.

Despite Swift's decision not to have a party this year, that didn't stop her famous friends from celebrating. Cara Delevingne and Karlie Kloss spent the holiday in Paris, France, with Kendall Jenner and Derek Blasberg, who were all in town for Paris Fashion Week.

They were later joined by Swift's frenemy, Katy Perry, who pulled out all the stops with her red, white and blue-themed ensemble.

WATCH: Taylor Swift Spotted in Nashville as Joe Alwyn Dating Rumors Go Public

Lily Donaldson, Lily Aldridge and Emily Ratajkowski also spent the Fourth of July in the French capital, taking to Instagram to highlight all the best moments from their trip abroad.

Meanwhile, in New York City, Suki Waterhouse watched the fireworks with her sister, Immy.

WATCH: Katy Perry Says She's '100 Percent' Ready to 'Let Go' of Taylor Swift Feud

And Lorde was doing what she does best -- slaying the stage in Poland and having a "#scorpiomoment."

As for Blake Lively and Ryan Reynolds? The lovebirds were recently spotted sharing a smooch on the Deadpool 2 set in Canada.

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See highlights from Swift's previous July 4 bashes below:

WATCH: Cara Delevingne and Katy Perry Are Twinning in Paris 1 Year After Model Attended Taylor Swift’s July 4th Bash