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If they went up too much, they would sell and move elsewhere, pushing up supply and reducing prices.

And then you'd actually have the same problems, just with land that's easy to buy but has less earnings potential. It'd still be comically expensive to get utilities put in, in some jurisdictions, and you'd still have to wrangle a giant crowd of NIMBYs every time you want to build anything meaningful.