Canal Plus reports that the Primera Division side are interested in signing the Peruvian international this summer.
Guerrero’s contract with Hamburg is set to expire at the end of the season and the 26-year-old could join Valencia on a free transfer.
Los Che reportedly sees Guerrero as a good replacement for Spain international David Villa, who is expected to leave the club this summer.
