Nyora kupfuurira kweiyi ndima - Musi waNovember 4, 2012, Peralta akasaina chibvumirano chemakore maviri, $6 mamiriyoni, nekambani yekusarudza kwe2015 ne2016. Andrew Friedman, mutevedzeri wemutungamiri weRays weBaseball Operations akati nezvake panguva iyoyo, "Tinoda kukwikwidzana kwaJoel uye kukanganisa kwaanoita kune vadiki vadiki mu bullpen yedu". Akaita basa rakakwirira 80 kuonekwa muna 2013, achitungamirira Majors uye achigadzira rekodhi yekirabhu yemuputi wekurudyi uye mwaka wake wechitatu wakatwasuka 70-plus kuoneka mwaka. Akanga ari 3-8 ane 3.41 ERA. Akakanda imwe inning isina zvibodzwa mu2013 American League Wild Card Game
vachipesana neCleveland Indians uye vakaita mitambo miviri isina zvibodzwa mu2013 American League Division Series vachipesana neBoston Red Sox. Peralta akaonekwa mumitambo 69 muna 2014 uye aive 3-4 aine 4.41 ERA.