Secured AI‑Driven SRE Platform for Kubernetes Observability

A complete guide to deploying a production-grade firewall with remote management Introduction — The Observability Problem Modern Kubernetes platforms are inherently complex. A single production cluster can run hundreds of microservices, service mesh components, CI/CD controllers, and security systems — all evolving continuously across both application and infrastructure layers. Over the past few years, observability tooling has matured significantly. Platforms like Prometheus, Grafana, and Jaeger provide deep visibility into system behaviour. But during an incident, visibility alone is not enough. SREs are still required to manually interpret and correlate signals across multiple systems: Metrics must be queried and interpreted Logs must be searched and correlated Traces must be followed across service boundaries Infrastructure changes must be identified and linked to symptoms Despite having all the data, the investigation process remains fundamentally manual. Observability tools provi