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So, I know how to do it basically. I enabled the locale in the dashboard and selected it as default. The config file updated correctly:
$Configuration['EnabledLocales']['german'] = 'de-DE';
$Configuration['Garden']['Locale'] = 'de-DE';
However, vanilla is still in english. I am kind of lost...