Do I need a tax or EORI number to import from China to UK

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My supplier (who I found on Alibaba) is requesting an EORI number before the shipment can be made for a load of iPhone cases - Do I really need an EORI number?

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Problem is i'm not a business, i'm just importing some iPhone cases to re-sell on eBay.