I didn’t try it out again. I started using Firebase which I found to answer my needs better.
I created a library for it - Push Notifications Dependency. However, while it still works, the current version of the library is outdated as per Google changes.
You can try this one out if you want to use Firebase. It uses the current supported version from Google.