In particular, the reverse doesn't work as easily, so a program where Europeans fly to California to buy a car and ship it back wouldn't be a great idea financially. It varies by country, but in many European countries you need to have resided abroad for at least one year in order for a car purchased abroad to count as a personal effect that you can bring back with you tax-free.