You're right, I read it a few years ago, and my knowledge is incorrect. I thought the fine was only a percentage of revenue if you're above $10M, or something along those lines.
The GDPR always applies regardless of whether a company is profitable or not. But it covers only personal data/sensible data, not "all data".