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Query string parameters encryption or hiding

I would need help to either hide or encrypt URL parameters that I have specific uses for.
The issue I currently face is that those parameters are in clear, and the problem here is that the user can modify them at a point that it will modify the behavior of my application.

If anyone here knows a way to either encrypt or hide the URL parameters in, I would really appreciate to know how.