Wicked: For Good was left out of the best musical/comedy film category - but it is on the shortlist for box office achievement, which aims to celebrate the year's most popular cinema releases.
It will face competition from Avatar: Fire and Ash, F1, the aforementioned KPop Demon Hunters, Mission: Impossible – The Final Reckoning, Sinners, Weapons and animated box office smash Zootopia 2.
Meanwhile, British star Emily Blunt was a something of a surprise nominee for her role in The Smashing Machine, opposite fellow nominee Dwayne Johnson, as was a best actress nomination for indy film star Eva Victor (Sorry, Baby). Victor also wrote and directed the film.
Chloe Zhao, who directed Hamnet, joins Barbra Streisand, Jane Campion and Kathryn Bigelow as the only female directors to have earned two Golden Globe nominations.
Meanwhile, Amanda Seyfried, Jacob Elordi and Jeremy Allen White are all double acting nominees this year.
Seyfried is recognised for TV series Long Bright River and film The Testament of Ann Lee.
Saltburn star Elordi is nominated for best supporting actor for his role in the film Frankenstein, and best actor in a limited TV series for The Narrow Road to the Deep North.
And White is recognised for his portrayal of rock legend Bruce Springsteen in film biopic Springsteen: Deliver Me From Nowhere, and is up for best actor in a musical/comedy TV series for hit show The Bear.
The Globes will be hosted for a second year running by Nikki Glaser.
Best song hopefuls include Dream as One from Avatar: Fire and Ash and pop hit Golden from KPop Demon Hunters, which was also nominated for best animation.
Radiohead's Jonny Greenwood, a frequent collaborator of Paul Thomas Anderson, is up for best score for One Battle After another.