Considering the ongoing changes in our data infrastructure, which now support more complex data models and enhanced metrics, I recommend a strategic shift. It would be prudent to transition from list-controlled lifecycle automation to an approach directly integrated with the GTM data models. This would not only streamline processes but also ensure greater accuracy and efficiency in managing lifecycle stages. This alignment with the GTM frameworks will facilitate more dynamic and responsive lifecycle management, tailored to the specific needs and complexities of our evolving business environment.