That's the just of it. Many of these public ledgers, like Bitcoin, form a massive transaction graph. Blockchain analytics tools and companies de-anonymize nodes in these graphs by matching real-world transactions to blockchain transactions.
gist
(in case you've ever wondered why gist.github.com is so named)