If i remember correctly, for paypal you need to file a dispute within 30 days of transaction. After 30 days, paypal cannot do anything. Usually what these scammers do is that they will keep telling you stories like delay shipment, or item bounce back etc. This is to drag the transaction for more than 30 days.
anyway, good to know that you got your money back.