The Australian star will be appearing alongside Martin Kemp and "Glee" star Amber Riley on the panel of the BBC One show, which seeks to find five performers for a stage show musical based on the music and career of Barlow's band Take That, reported Contactmusic.
Barlow himself revealed that Minogue would be participating in the show by posting a great throwback picture on Twitter, showing the singer posing with a very early version of Take That way back in 1991.
"Let It Shine" is set to begin in early 2017, with the BBC hoping it will replace "The Voice" which moved to ITV earlier this year.
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