Do I have to pay taxes if I buy a car from a dealership in a different state?

My friend told me that you don't always pay taxes if you buy a car from a dealership in a different state (so I was thinking about buying a car on eBay from a dealership in a different state).

Would I have to pay taxes on this?
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