He was a well-known poet in the Urdu mushaira circles, he is most known as the writer of songs like Chalo Dildar Chalo sung by Mohd. Rafi, in Kamal Amrohi's 1972 classic, Pakeezah.
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Kaif Bhoopali wrote lyrics in many Bollywood films like Pakeezah (1972), where he wrote popular songs like Teer-E-Nazar, Chalo dildar chalo, chand ke paar chalo.