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Beyoncé and Jay-Z have outdone themselves once again!

The famous couple always goes big when it comes to Halloween costumes, and this year was no different. In fact, Jay literally went big...Biggie Smalls that is!

The rapper and Queen B dressed up as Notorious B.I.G. and Lil' Kim at Kelly Rowland's Halloween party Monday night (see the eighth photo in the gallery above).

Jay channeled the late rapper (and his good friend) from one of his most iconic photo shoots, wearing a red leather jacket, Timberlands, a gold chain and sunglasses. 

Bey, on the other hand, took inspo from Kim's music video "Rain" with Missy Elliot.

She rocked red leggings with a black and gold belt and wore her hair down in dark ringlets. She accessorized perfectly, wearing oversized sunnies and even added a mole above her dark lip liner.

Biggie Smalls, Lil Kim

Bey's bestie Kelly went as Strangé from Boomerang and her hubby, Tim Weatherspoon, went as Eddie Murphy

See how more stars have been celebrating the spooky holiday by scrolling below!

Ariel Winter, Halloween 2017

Michael Wada

The Modern Family star celebrates Halloween week at The Queen Mary's Dark Harbor in Long Beach, California.

January Jones, Halloween 2017

Instagram

"Rapunzel selfie for the win/lose," the actress shared on Instagram while dressed as Disney's Rapunzel.

Kendall Jenner, 2017 Halloween

GUMU, ROLO/Backgrid

The Keeping Up With the Kardashians star dresses up like a Powerpuff Girl in her custom Bryan Hearns design. 

John Legend, Chrissy Teigen, Halloween 2017

Instagram

"Happy Halloween! #copacabana," the "All of Me" singer shared on Instagram while posing with Chrissy Teigen. 

Heidi Klum

Michael Stewart/Getty Images

Ready for Halloween? The Project Runway judge performs Michael Jackson's "Thriller" during her 18th Annual Halloween Party sponsored by SVEDKA Vodka at Magic Hour Rooftop Bar and Lounge at Moxy Times Square.

Pink, Halloween 2017

Instagram

"Happy Halloween from the crazy people #piratelife," the singer shared with her family. 

Maci Bookout, Halloween 2017

Instagram

"Happy Halloween from Woody, Jessie, Ken, Barbie, and BeastMode!" the Teen Mom O.G. star shared on Instagram before trick-or-treating. 

Jessica Simpson, Halloween 2017

Instagram

Hot damn! The husband and wife make quite a splash as Willie Nelson and Waylon Jennings.

Jessica Biel, Justin Timberlake, Halloween 2017

Instagram

"If you see us in these streets then have your candy ready! Trick-Or-Treat, little homies!" the pop star wrote on social media, signing the note "Woody, Jesse, and Buzz."

G-Eazy, Halsey

The cute couple enjoy a cuddle during her 2nd Annual Halloween Party presented by Freixenet Cava.

Fergie, Halloween 2017

Instagram

The newly single pop star steps out for trick or treating with her little boy Axl

Jessica Alba, Cash Warren, Halloween 2017

Instagram

The Alba family vants to suck your blood!

Ariel Winter, Levi Meaden, Halloween

BACKGRID

The two dress up as Leeloo and Korben Dallas from The 5th Element.

Emma Robert, Evan Peters, Halloween 2017

Instagram

No American Horror Story here! This couple makes for picture perfect witches.

Wiz Khalifa, Izabela Guedes, Halloween 2017

Instagram

"Wiz' World," the rapper shared on Instagram before celebrating Halloween at TAO LA and Avenue. 

Sarah Michelle Gellar, Freddie Prinze Jr., Halloween 2017

Instagram

"Happy Halloween everyone!" the actor captioned this photo. "Eat your heart out John Cryer! Next year ... Maxwell Houser makes an appearance."

Jessie James Decker, Halloween 2017

Instagram

The pregnant country singer and E! reality star holds her very own Mickey Mouse close. 

Tom Brady, Gisele Bundchen, Halloween 2017

Instagram

Millennials rejoice—the supermodel is the toast to the NFL star's avocado. 

Khloe Kardashian, Tristan Thompson, Halloween 2017

Instagram

Mother of dragons! The E! reality star and her basketball playing beau go as their favorite characters from Game of Thrones

Carrie Underwood, Mike Fisher, Halloween 2017

Instagram

"The only deer I am OK with @mfisher1212 'catching!'" the country singer captioned the couples shot. "@catchindeers #HelpMe #happyhalloween #veganwifeproblems"

Ryan Lochte, Kayla Rae Reid, Halloween 2017

Instagram

It's a whole new world for this Olympic gold medalist and wife who wear costumes from Yandy.com

Kendra Wilkinson-Baskett, Hank Baskett, Halloween 2017

Twitter

Trick or treat says this famous family!

Natalie Dormer, Halloween

BACKGRID

Yo ho, yo ho, it's a pirate's life for this actress!

Today, Halloween

Nate Congleton/NBC News? ?TODAY?

Dolly Parton and Kenny Rogers, is that you?!

Amber Rose, Halloween 2017

Instagram

"Chucky ❤️'s Tiffany FOREVER!!!!" the social media sensation shared on Instagram. 

Tony Goldwyn, Kerry Washington, Bellamy Young, Halloween 2017

Instagram

The cast of Scandal goes all out for Halloween.

Colton Haynes, Jeff Leatham

Rupert Thorpe

Cheers! An unrecognizable Colton enjoys some Freixenet Cava while partying with his hubby at Frexienet's 2nd Annual Black Magic Affair.

Rob Kardashian, Dream Kardashian, Blac Chyna, Halloween

Instagram, E!

Rob Kardashian and Blac Chyna's almost 1-year-old tot is a picture perfect Raggedy Ann!

Nicole Scherzinger, Halloween 2017

Instagram

Walk like an Egyptian!

Vanessa Hudgens, Halloween 2017

Instagram

Skeleton sisters! "Nothing better than Halloween decorations, a chai latte, skeleton onesie and mi sister," she captioned this image while wearing PrettyLittleThing skeleton onesies.

Kelly Ripa, Ryan Seacrest, Halloween

David M. Russell, Disney/ABC Home Entertainment and TV Distribution

It's a Freaky Friday moment courtesy of the talk show hosts!

Tamra Judge, Halloween 2017

Instagram

The Real Housewives of Orange County star works up a sweat at her CUT Fitness studio.

Today, Halloween

Nate Congleton/NBC News? ?TODAY?

The country music superstar surprised the ladies of Today, who rocked coordinating ensembles à la Miley Cyrus and Shelton.

Good Morning America, Halloween, 2017

ABC/Paula Lobo

The Good Morning America co-host went as baby Groot from Guardians of the Galaxy

Alessandra Ambrosio, Halloween 2017

Instagram

Marvel's Deadpool and a skeleton walk into a Halloween party...

Halle Berry, Halloween 2017

Instagram

The actress dubbed her look, "When Spider Witch becomes Spider B*tch at midnight."

Paris Hilton, Halloween 2017

Instagram

The socialite is joined by two of her furry friends for a spooky photo opp.

Neil Patrick Harris, David Burtka, Halloween

Instagram

"Hurry, hurry! Step right up and behold the Burtka-Harris Halloween Carnival of Curiosities! #happyhalloween @dbelicious," the actor shared in his family photo. 

Holly Madison, Halloween 2017

Instagram

Stranger Things have happened than this former Playboy bunny dressing up as Eleven from the Netflix series.

Hilary Duff, Halloween 2017

Instagram

"A lego and a bunny go to a party," the Younger star shared on Instagram while posing with her son Luca. 

Good Morning America, Halloween, 2017

ABC/Paula Lobo

Super heroes and heroines from the Marvel Universe stole the show at GMA.

Matthew Morrison, Halloween

Vivien Best

The Glee star give a thumbs up at his 8th Annual Halloween Party presented by PAC SUN and Podwall Entertainment at The h.wood Group's Poppy.

Wiz Khalifa, 2017 Halloween

Banfy / TAO Group

The rapper, dressed as Wiz' World, celebrates Halloween at TAO LA and Avenue LA.

Ariel Winter, Levi Meaden, Halloween 2017

Nate Weber / Universal Studios Hollywood

Traveling in pairs is always better than going solo while at Universal Studios Hollywood's "Halloween Horror Nights."

Naomi Campbell, Halloween

Kevin Tachman/amfAR2017/WireImage

The supermodel stops the show at with her stunning costume at the 2017 Naked Heart Foundation x amfAR: Fabulous Fund Fair in New York City.

Kristen Doute, Brian Carter, Halloween 2017

John Sciulli/Getty Images for Chivas Regal

The Vanderpump Rules couple attends Diego Boneta's Halloween Party with Chivas Regal in West Hollywood. 

Karlie Kloss, 2017 amfAR Fabulous Fund Fair

Nicholas Hunt/Getty Images

The model goes Marilyn Monroe for the 2017 Naked Heart Foundation x amfAR: Fabulous Fund Fair in New York City.

JWoww, Halloween 2017

Instagram

"Goals," the Jersey Shore star wrote on Instagram while dressing up one day early with her family. 

Photos

See More From Stars Celebrate Halloween 2017

Which costumes were your favorite? Sound off in the comments below!

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