Stripe replaced its observability platform, which used a third-party vendor solution, with a new architecture utilizing managed services on AWS. The company made the move due to scalability limits, reliability issues, and increasing costs while transitioning to microservices. The migration involved dual-writing metrics, translating assets, validation, and user training.