> ultimately there will always be corruption if you process hundreds of petabytes of data.

Your statement is in practical terms false.

Error correction exists, and adding enough redundancy to make any corruption have such a tiny chance of being undetected that the whole history of the universe could go by without it happening is a problem that was solved over 60 years ago with the invention of the Reed-Solomon code,