From Late Latin cappa + an unclear suffix -er- + the suffix -ūcea. Sometimes derived from Medieval Latin caperō (“hood, esp. as worn by monks of the Franciscan order”) (genitive singular caperōnis), but that appears to be a borrowing from Old French chaperon (“hood”), with the same unclear suffix.