Modern engineering teams run large and fast-changing systems. Microservices scale across clusters. Containers expand in number each month. Traffic patterns shift with new features and new user behaviors. These conditions create growing pressure on developers, SREs, platform teams, and FinOps practitioners. Scalability is no longer a bonus. It is a requirement. Performance is a direct