Changing QGIS plugin's icon, why doesn't it change in the menu/toolbar?

In QGIS 3, one needs to do

pyrcc5 -o resources.py resources.qrc 

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Your plugin icon was converted to a byte array and saved in resources.py

So if you want to change this icon you have to compile your resources again:

pyrcc4 -o resources.py resources.qrc