I do not keep the app in the dock and when there are new updates, it goes to the dock with a small red counter. The thing is that when I install the updates, the icon remains there with its counter. Any ideas on how to fix that ?
This is an AppCenter bug.
Check Github Issue #390 to read more about it.
As a temporary fix, you can remove the notifications by issuing
on a terminal window.