As organizations move toward cloud-native architectures built on microservices and containers, observability becomes more complex. AppDynamics plays a critical role by providing deep visibility across these distributed systems. It traces every transaction across services, automatically mapping dependencies and identifying latency sources in real time. The tool integrates seamlessly with Kubernetes, Docker, and major cloud providers like AWS, Azure, and Google Cloud. Its AI-powered insights help detect performance issues in ephemeral environments before they affect users. AppDynamics’ unified view of hybrid and multi-cloud ecosystems ensures consistent performance monitoring — even as workloads dynamically scale or migrate between environments.