I assumed the Piwik tag manager would take care of that. Its simply a lack of knowledge on my side. I never used the Google tag manager, I’m trying to use Google as less as possible. Google’s behavior is one of the reasons to go for Piwik.
Is it possible to fix it with the Piwik tag manager or do I still need Google?