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What data is known exactly? Phone number? IP?

You can see exactly what Signal is able to provide to a legal request. Time of last connection related to a phone number

This is one of the coolest exchanges I’ve seen between a company and the government. Class act.

Just the IP, IIRC, but it doesn't know who you are. There are more details on their blog in one of the latest blog posts.