ignorance is not a defense.

It's true, unknown calls are 99% spam. That's on you if you'd want to believe otherwise; by your own admission, you don't know.

Yes, important companies you do business with you will come to store those in your contacts. You'll have specific account reps even. Services, apps, don't call you, for this very reason, they have in-app confirmation flows.