As a product manager, I have worked closely with data engineering teams and witnessed the fantastic ways to transform raw web data into insights, products, data models, and more. Data cleaning ...

Don't clean them; just use prepared statements. If little bobby tables wants to enter his name, let him (unless it violates a business rule about name format, in which case validate for that rule).