In 2007, Björk took to the stage in a typically kooky ensemble, including a skeleton bustier.
Zooey Deschanel performed with She & Him in 2010, wearing a prim light blue sundress.
Beyoncé surprised concert-goers by popping out during Jay Z's performance in 2010, wearing a graphic t-shirt and jorts.
Despite the heat, Carrie Brownstein performed with Black Flag in 2012 wearing long black jeans.
Feist played the 2012 festival in a tie-dyed tank top and shiny orange mini-skirt.
In 2007, Amy Winehouse appeared with her signature bee-hive and cat-eye, along with a white tank and jean shorts.
Charlotte Gainsbourg serenaded the 2010 crowd in a white tank and loose grey jeans with leather detailing.
The same year, Beth Ditto appeared in a black shift dress with colorful stained glass-esque detailing.
Emily Haines of Metric layered on the necklaces in 2013, along with a white blouse and leather shorts.
Janelle Monae kept true to her affinity for black and white in this 2013 look.
Brittany Howard of Alabama Shakes belted it out in a caped dress in 2015.
In one of her many Coachella performances, Karen O dressed in a yellow suit for the 2013 festival.
Annie Clark, better known as St. Vincent, took to the stage in 2015 wearing a dress by Stella McCartney.
Pre-Drake makeout, Madonna hit the 2015 stage in a patterned coat and thigh-high boots.
Jenny Lewis matched her colorful romper with a pair of mirrored sunglasses in 2012.
With a broken ankle, Florence Welch perched barefoot in a loose blouse and cropped jeans.
Haim bassist Este Haim kept it prim and proper in a black dress with a white collar in 2014.
FKA Twigs wore a complicated contraption featuring a harness bra at the 2015 festival.
Neko Case performed in 2014 wearing a graphic t-shirt and novelty skeleton leggings.
The ever-stylish Solange wore a orange skirt-suit with ankle boots in 2014.
Lana Del Rey made a colorful impression in 2014, wearing this floral print dress.
Ellie Goulding kept it all white for her 2016 performance, including a cropped shirt, shorts, and sneakers.
Allison Mosshart of The Kills performed in thigh-high leather boots in 2016.
Lorde performed at the 2016 festival in a black bra top and wide-legged striped pants.
Rocker Courtney Barnett took the stage in black jeans and a striped t-shirt in 2016.
Grimes climbed atop a rafter in striped jeans and a black tee at the 2016 festival.
Still covering her face, Sia performed in 2016 wearing a white shirtdress and matching bow.
Rihanna surprised fans during Calvin Harris' set, wearing a custom Marc Jacobs jacket.