What’s The Hardest Part Of Turning Scraped Data Into Something Reusable?

I’ve been building datasets from retail and job sites for a while. The hardest part isn’t crawling it’s standardizing. Product specs, company names, job levels nothing matches cleanly. Even after cleaning, every new source breaks the schema again. For those who publish datasets: how do you maintain consistency without rewriting your schema every month?

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