Claudine, thanks you so much for your helpful response!
Beekeeper, if you are in U.S., you will need to remove any shipping rules you have in your PayPalProfile under shipping calculations.
If you are outside U.S., then under your PayPal Profile > Shippign settings, please check the box which says somethng like "allow transaction based shipping to override profile based shipping"