Mail notifications sometimes disappear

I have a weird issue with notifications on my phone - they will sometimes show up and stay there until I tap or clear them, and other times I’ll notice that the phone is fetching mails, showing notifications and apparently cancelling the notifications straight afterwards as they’re disappearing right away.

Is there something I should look for in configuration for this?

I am apparently running 5.600 on Android 10.