The Kubernetes integration tax: Prometheus, Cilium and production reality
… Prometheus dutifully scrapes both, sees duplicate samples, and fires PrometheusDuplicateTimestamps . …
Tracked topic
… Prometheus dutifully scrapes both, sees duplicate samples, and fires PrometheusDuplicateTimestamps . …
… Multi-tenant workloads often have none of that; for those namespaces, it’s kubectl and Prometheus only. …
… OpenTelemetry for instrumentation, Prometheus for metrics, Jaeger and Tempo for distributed tracing, Fluentd or Loki for log aggregation — the community has built real consensus around these tools over the years. …
… Prometheus is the metrics layer the cloud native world runs on. …
… Prometheus handles metrics, Loki handles log aggregation using lightweight label-based indexing, and Grafana provides a unified visualization layer. …
… So you can’t just add a GPU scaler to KEDA core the way you’d add a Prometheus or Kafka scaler. …
… Cilium pulls in hundreds of Go modules: Kubernetes client libraries, gRPC, etcd, Prometheus, the works. …
… How it works When you run: holmes ask “Why is my pod in crash loop back off state” HolmesGPT: Understands intent → it recognizes you want to diagnose a pod restart issue Creates a task list → breaks down the problem into smaller chunks and executes each of them separately Queries data sources → run… …
… Projects such as Prometheus and OpenTelemetry have helped standardize observability and operational patterns across distributed systems, but configuration management in Swift services has remained comparatively ad hoc. …
… Similarly, Prometheus can be used to track change failure rate and MTTR as alerting on SLO breaches gives you a timestamp for when something broke, and resolved alerts give you time-to-recovery. …