I prefer to buy off a company with a long track record and lots of independant reviews on various hosting review sites. I would be very concerned about buying from eBay unless the seller had lots of positive feedback from people who had bought hosting (not just a ton of positives from cheap ebook auctions or something).
I prefer to pay a little more to get good uptime and support.
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