Farah, one of the most popular Bollywood choreographers in the country, joins the show's current ninth season as the fourth judge, sharing panel with filmmaker Karan Johar, actress Jacqueline Fernandez and choreographer Ganesh Hegde.
The 51-year-old star was one of the judges on the inaugural season of the show, in 2006, but skipped the succeeding instalments.
Expressing her excitement about her new role, Farah tweeted, "1st day shoot on #JhalakDikhhlaJaa9 .. With my darling @karanjohar @ManishPaul03 @Asli_Jacqueline n @GANESHHEGDE.
"Thank u @ColorsTV @rajcheerfull n the entire team for such a warm welcome.. Felt right back at home."
"Jhalak Dikhhla Jaa" airs on Colors.