Costa took advantage of an error by Albania goalkeeper Etrit Berisha in the 56th minute to break the deadlock on a rainy night in Shkoder.
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Substitute Nolito then finished off a slick team move to seal the win.
Premier League players David de Gea, Nacho Monreal and David Silva all featured for Spain in the 2-0 win.
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