Rankireddy and Shetty succumbed 22-24, 14-21 to the Chinese duo of Liang Wei Keng and Wang Chang in a fixture that lasted just under 45 minutes.
Bumrah tops the ICC Test bowler's rankings, and in two matches of the ongoing series, he has picked up 12 wickets for the Shubman Gill-led side.
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