At the Costa Mesa store you can. Tesla Store.
Even Target sale it too. You can get a set of 04 for like $12.99 + tax.
You can buy at any drug store or supermarket. The battery is 2032. I wouldn't bother driving there just for that. They might give one away if you're servicing your car with them.
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