Firebase, seriously???
(Though that analytics platform itself does do device fingerprinting, inasmuch as detecting phone model, OS version etc -- I assume no individually identifying stuff like IMEIs, but who knows what a bad actor can do with sufficient entropy?)
[1] https://github.com/nhsx/COVID-19-app-Android-BETA/search?p=1...
I assume crashlytics is for crash dumps only, could firebase-messaging pull in firebase-analytics?