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Is crunchbase/owler/cb insights and every other public data aggregator/lead generator service also illegal by the same logic?

define illegal.

and no, those aggregators don't process PII / Personal Data.

They typically have a person's different social media account links and work history. Isn't that personal data?

I hope so...