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So I should really be booking from a logged out incognito browser on my Linux machine with VPN to a less wealthy region.

I imagine they'd think you were a bot and you'd end up in a captcha loop.

Sounds like a business opportunity.

Then sell a the detection of such behavior back to the site owners.