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I’ve heard stories of people putting fake QR codes linking to fake payment portals for parking. I don’t think an app solves this problem though.

There are many reasons to have a parking app.

You can extend your parking time, find closest parking meters, download tax invoices for businesses etc.

All of these are much faster to do on a native app than a clunky mobile web site.

it is "surveillance capitalism" -- they want names and contact info for "their customers" .. this is a serious sickness in the modern times IMHO