Sandeep, who has been sidelined from the national team after 2012 London Olympics sent his drag-flick crashing into the Warriors goal in the 43rd minute after both sides were locked in a stalemate deep into third quarter to give his side the fourth win in five matches.
The Warriors, the last edition runners-up, led 2-0 at the end of the first quarter through a field goal from Armaan Qureshi in the seventh minute before the home side took a 2-1 lead in the second quarter through field strikes from Kothajit Singh (18th) and Daniel Beale (28th).
On an even keel just a minute into the second half, there was little to separate between the two sides who played against each other in the summit clash of the last edition, as both pressed for goals and sought dominance.
Ranchi Rays, however, had the last laugh as ace drag-flicker Sandeep scored the winner, his first goal of the tournament, from the penalty corner to the jubilation of the home crowd.
With today's win, which carries five points, the Ranchi-based side have secured 21 points from five matches, five points clear of second-placed Delhi Waveriders (16 points).
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