The hosts twice went ahead thanks to efforts from Everton and Srdjan Lakic but were pegged back quickly due to strikes from Andre Bahia and Denny Landzaat.
Nicky Hofs then put the visitors ahead before Lakic slotted home his second from the spot to deny Feyenoord the chance to further cut the gap on runaway leaders PSV.
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