Responding on behalf of alex at cashflowy since I have some context. The team was originally on Elastic Beanstalk but chose to move to using kubernetes to leverage the rich ecosystem of helm charts. That enabled setup of tools like metabsse etc. very easily. Overall, it was lesser hassle for more functionality since CI/CD was also out of the box, and self-hosting these tools was a breeze with helm charts.