Katy Perry's shoe that is under scrutiny for resembling blackface is about to be yanked ... TMZ has learned.

Katy's got a whole shoe line for sale at retailers like Dillard's and Walmart -- and a couple of her designs feature what looks similar to blackface ... the "Rue Face Slip On Loafers" and its high-heeled counterpart, "Ora Face Block Heel Sandal."

The "face" shoes have two eyes, a nose and red lips on them, and they come in two different colors ... black and beige. The black one is problematic, because it looks a lot like classic blackface makeup, which the fashion world does not seem to recognize time and again.
Dillard's/Dillard's
Katy Perry's shoe that is under scrutiny for resembling blackface is about to be yanked ... TMZ has learned. Katy's got a whole shoe line for sale at retailers like Dillard's and Walmart -- and a couple of her designs feature what looks similar to blackface ... the "Rue Face Slip On Loafers" and its high-heeled counterpart, "Ora Face Block Heel Sandal." The "face" shoes have two eyes, a nose and red lips on them, and they come in two different colors ... black and beige. The black one is problematic, because it looks a lot like classic blackface makeup, which the fashion world does not seem to recognize time and again.
Now playing
01:10
Pop star criticized over shoe design resembling blackface
Harry Langdon/Archive Photos/Getty Images
Now playing
02:24
How Jane Fonda sparked a fitness revolution
Jeremy Eichenbaum for Moschino
Now playing
02:26
An exclusive look behind the scenes of a star-studded fashion film
Now playing
02:41
Milan's timeless fashion icons on style
CNN
Now playing
01:42
A short history of the fashion show
Ivan Olita
Now playing
03:58
Donatella Versace: A fashion icon ft. Lady Gaga
Now playing
03:39
5 ways you can change your fashion habits to help the planet
Getty Images / Bettmann
Now playing
02:12
Remember when Cher's outfit stole the show at the Oscars?
Princess of Wales Diana poses, 27 January 1988, during her visit to the Footscray Park in suburb of Melbourne. (Photo by PATRICK RIVIERE / AFP)        (Photo credit should read PATRICK RIVIERE/AFP via Getty Images)
PATRICK RIVIERE/AFP/AFP via Getty Images
Princess of Wales Diana poses, 27 January 1988, during her visit to the Footscray Park in suburb of Melbourne. (Photo by PATRICK RIVIERE / AFP) (Photo credit should read PATRICK RIVIERE/AFP via Getty Images)
Now playing
03:29
A look back at Princess Diana's life in fashion
Blonde Ambition Tour, Madonna, Feyenoord Stadion, De Kuip, Rotterdam, Holland, 24/07/1990. She is wearing a Jean Paul Gaultier conical bra corset. (Photo by Gie Knaeps/Getty Images)
Gie Knaeps/Hulton Archive/Getty Images
Blonde Ambition Tour, Madonna, Feyenoord Stadion, De Kuip, Rotterdam, Holland, 24/07/1990. She is wearing a Jean Paul Gaultier conical bra corset. (Photo by Gie Knaeps/Getty Images)
Now playing
01:17
Remember when Madonna's cone bra made its debut?
JW Anderson for Moncler Genius
Courtesy Moncler/Cris Fragkou
JW Anderson for Moncler Genius
Now playing
04:28
Inside the mind of Jonathan Anderson, fashion's creative polymath
Now playing
02:40
These viral moments reshaped the fashion industry
NEW YORK, NEW YORK - MAY 06: Kim Kardashian West attends The 2019 Met Gala Celebrating Camp: Notes on Fashion at Metropolitan Museum of Art on May 06, 2019 in New York City. (Photo by Neilson Barnard/Getty Images)
Neilson Barnard/Getty Images
NEW YORK, NEW YORK - MAY 06: Kim Kardashian West attends The 2019 Met Gala Celebrating Camp: Notes on Fashion at Metropolitan Museum of Art on May 06, 2019 in New York City. (Photo by Neilson Barnard/Getty Images)
Now playing
02:08
Kim Kardashian West's style evolution
LOS ANGELES, CALIFORNIA - JANUARY 26: Ariana Grande attends the 62nd Annual GRAMMY Awards at STAPLES Center on January 26, 2020 in Los Angeles, California. (Photo by Frazer Harrison/Getty Images for The Recording Academy)
Frazer Harrison/Getty Images North America/Getty Images for The Recording A
LOS ANGELES, CALIFORNIA - JANUARY 26: Ariana Grande attends the 62nd Annual GRAMMY Awards at STAPLES Center on January 26, 2020 in Los Angeles, California. (Photo by Frazer Harrison/Getty Images for The Recording Academy)
Now playing
04:05
How the most expensive clothes in the world get made
Tia Adeola walks the runway for the Tia Adeola fashion show during February 2020 at New York Fashion Week.
Noam Galai/Getty Images North America/Getty Images for NYFW: The Shows
Tia Adeola walks the runway for the Tia Adeola fashion show during February 2020 at New York Fashion Week.
Now playing
03:32
Tia Adeola: The young designer subverting the ruffle to empower women
Ambra Battilana Gutierrez
Natalia V. Osipova
Ambra Battilana Gutierrez
Now playing
05:18
Why one of the first Weinstein accusers won't give up
US country music singer Dolly Parton performs on the Pyramid Stage, on the final day of the Glastonbury Festival of Music and Performing Arts on Worthy Farm in Somerset, southwest England, on June 29, 2014.  AFP PHOTO / LEON NEAL        (Photo credit should read LEON NEAL/AFP via Getty Images)
Leon Neal/AFP/Getty Images
US country music singer Dolly Parton performs on the Pyramid Stage, on the final day of the Glastonbury Festival of Music and Performing Arts on Worthy Farm in Somerset, southwest England, on June 29, 2014. AFP PHOTO / LEON NEAL (Photo credit should read LEON NEAL/AFP via Getty Images)
Now playing
03:50
How Dolly Parton subverts the 'dumb blonde' cliché
MILAN, ITALY - FEBRUARY 23:  Gigi Hadid  walks the runway at the Versace show during Milan Fashion Week Fall/Winter 2018/19 on February 23, 2018 in Milan, Italy.  (Photo by Jacopo Raule/Getty Images)
Jacopo Raule/Getty Images Europe/Getty Images
MILAN, ITALY - FEBRUARY 23: Gigi Hadid walks the runway at the Versace show during Milan Fashion Week Fall/Winter 2018/19 on February 23, 2018 in Milan, Italy. (Photo by Jacopo Raule/Getty Images)
Now playing
03:22
This tool is changing the game for supermodels
German designer Karl Lagerfeld and Silvia Fendi acknowledge the audience at the end of the Fendi fashion show at the Trevi Fountain in Rome, in 2016.
TIZIANA FABI/AFP/AFP/Getty Images
German designer Karl Lagerfeld and Silvia Fendi acknowledge the audience at the end of the Fendi fashion show at the Trevi Fountain in Rome, in 2016.
Now playing
09:49
The woman stepping into Karl Lagerfeld's shoes
Now playing
04:49
Behind the scenes at the Issey Miyake show during Paris Fashion Week
UNITED STATES - NOVEMBER 20:  TWIN PEAKS - Gallery - Season One - 11/20/1989, Homecoming queen Laura Palmer is found dead, washed up on a riverbank wrapped in plastic sheeting and FBI Special Agent Dale Cooper is called in to investigate the gruesome murder in the small Northwestern town of Twin Peaks. Pictured: Sherilyn Fenn stars as Audrey Horne the teenage daughter of a wealthy businessman.,  (Photo by Walt Disney Television via Getty Images Photo Archives/Walt Disney Television via Getty Images)
ABC/Walt Disney Television via Getty
UNITED STATES - NOVEMBER 20: TWIN PEAKS - Gallery - Season One - 11/20/1989, Homecoming queen Laura Palmer is found dead, washed up on a riverbank wrapped in plastic sheeting and FBI Special Agent Dale Cooper is called in to investigate the gruesome murder in the small Northwestern town of Twin Peaks. Pictured: Sherilyn Fenn stars as Audrey Horne the teenage daughter of a wealthy businessman., (Photo by Walt Disney Television via Getty Images Photo Archives/Walt Disney Television via Getty Images)
Now playing
02:49
Remember when 'Twin Peaks' rewrote the TV rulebook?
A still from "Spinning Around" music video
Kylie Minogue Twitter
A still from "Spinning Around" music video
Now playing
03:59
Kylie Minogue's gold shorts are a piece of pop history
Courtesy of IMDb
Now playing
01:43
Remember Cher's plaid yellow blazer in Clueless?
FILE - In this Sept. 9, 1954 file photo, Marilyn Monroe poses over the updraft of a New York subway grate while filming "The Seven Year Itch" New York. President Donald Trump has signed resolutions renaming two post offices in the Los Angeles area in honor of Monroe and rock 'n' roll legend Ritchie Valens. (AP Photo/Matty Zimmerman, File)
Matty Zimmerman/AP
FILE - In this Sept. 9, 1954 file photo, Marilyn Monroe poses over the updraft of a New York subway grate while filming "The Seven Year Itch" New York. President Donald Trump has signed resolutions renaming two post offices in the Los Angeles area in honor of Monroe and rock 'n' roll legend Ritchie Valens. (AP Photo/Matty Zimmerman, File)
Now playing
02:36
Remember when Marilyn Monroe's white dress made movie history?
Now playing