A transformer, a method for manufacturing the transformer and a chip are provided. The method includes: a first primary tuning capacitor and/or a first secondary tuning capacitor are/is arranged in an area enclosed by a primary coil and a secondary coil, wherein the first primary tuning capacitor includes more than one second primary tuning capacitor, and the first secondary tuning capacitor includes more than one second secondary tuning capacitor; the more than one second primary tuning capacitor are connected in parallel, and the more than one second secondary tuning capacitor are connected in parallel; and the more than one second primary tuning capacitor and the at least one wire between the more than one second primary tuning capacitor, and/or the more than one second secondary tuning capacitor and the at least one wire between the more than one second secondary tuning capacitor form a partially-shielded network or part of the partially-shielded network.