Most privacy issues with today’s technology industry are caused by companies behaving like private service providers, when in practice they are somewhere between public utilities and government agencies in terms of their necessity and inevitability.
In many companies, you don’t need to bother applying without a LinkedIn profile. You’re not even going to be considered for a position, full stop.