I realize this is an absolutely unhinged thing to ask for: Can anyone direct me to a large database of company names with websites (just those two columns), ideally 100K rows or more, that I can access for free? Basically this database if it had another column with the company name: https://github.com/cygenta/top10million (but doesn’t need to be anywhere near 10 million)

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Probably don’t need to scrape it. Just query WikiData for it

https://wikidata.org

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