The singer is up for the main prize, album of the year, for her ambitious visual album, Lemonade, which tackles themes of race and female identity.
Beyonce’s single Formation is also up for song and record of the year.
In all three categories, Beyonce is up against Adele – who previously won the ceremony’s top three prizes in 2012.
Beyonce now has 62 Grammy nominations across her work as a solo artist and as part of Destiny’s Child, making her the fourth most-nominated artist ever.
The pop star has won 20 trophies altogether, although she has yet to clinch the album of the year prize, having been beaten to the title by Beck in 2015 – much to the disgust of Kanye West, who stormed the stage in protest.
Kanye West receives eight nominations this year for his album The Life Of Pablo – all in the rap categories.
Rihanna and Drake also have eight nominations, including three for their hit collaboration, Work.
Making Grammy history is Chicago-born musician Chance The Rapper, whose album Coloring Book is the first streaming-only record to be recognized by the Recording Academy.
Chance The Rapper achieves seven nominations, including best new artist, without ever releasing a physical album or digital download.
Beyonce and Adele go head to head with Justin Bieber, Drake and Sturgill Simpson in the best album category.
If Adele wins, she will become only the second woman to receive the best album prize twice, after Taylor Swift.
Notably absent from the shortlist is David Bowie, who was tipped to win for his critically-acclaimed Blackstar album.
The record does make an appearance in the best alternative album category, as does Radiohead’s A Moon Shaped Pool.
Coldplay have also fared badly, receiving just one nomination – best music video – despite selling millions of copies of their latest album, A Head Full Of Dreams.
Prince receives a posthumous nomination for his final album, Hit N Run Phase Two, in the best engineered, non-classical category, where Blackstar also makes the shortlist.
British star James Corden will host
The 2017 Grammy Awards, which take place at the Staples Center in Los Angeles on February 12, will be hosted by James Corden.
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