I believe they are encrypted (and decrypted on device by the Signal app).
They recently had to do some rewriting of the code for iOS15 - they share some comments about that here: https://community.signalusers.org/t/beta-feedback-for-the-up...
Hope it helps
Edit: wow people were fast to reply…