As of 2019, she was studying at Government Coronation Girls High School.

[citation needed] Her elder sister Fairooj Maliha is also a singer.

[4] Labiba started to learn singing when she was two years old.

[5][6][7] Labiba's first original song, "Keno Eto Chai Toke", was released on 5 November 2019.

The song was written by Robiul Islam Jibon and was composed by Imran.