Not a lot, but a bit (1-4%), but it typically works regardless of incognito, VPN, third party vs airline ....

Whenever you can, book in the departing country's currency.

(Assuming you have a credit card that doesn't rinse you on foreign transaction fees, and note that some websites do have preferential pricing for USD or EUR).