Toral Bayramov scored the early opener in the ninth minute, while Ramil Sheydaev converted a penalty kick in the 49th minute for Azerbaijan to put them up 2-0.
With four points, Azerbaijan rank fourth, while Estonia sit at the bottom of the group with one point from five matches.
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