Chrome SafeBrowsing engineer here.

Google has published the protocol that clients need to follow to fetch updates from the SafeBrowsing servers here: https://developers.google.com/safe-browsing/developers_guide...

Both Chrome and Firefox implement that protocol. I believe Edge uses Microsoft's own service. Not sure about Opera.