internal developer platforms Archives

Fitting Square Kubernetes Into the Round AI-Native Apps

Kubernetes tamed cloud-native workloads, but AI-native apps push its limits. Can it evolve for GPU-first, data-intensive AI — or is it time for new control planes? ...

Kubernetes, observability, tracing, kubernetes observability, Grafana labs, kubernetes, observe, tool, Datadog, data, observability, kubernetes Docker Granulate observability

From Observability to Actionability: Why Metrics Alone Aren’t Enough

Observability has plateaued. The next step is actionable observability—using AI, automation, and SLOs to turn telemetry into reliable outcomes ...

Alan Shimel | September 5, 2025 | actionable observability, AIOps, anomaly detection, auto-remediation, cloud native, continuous verification, devops, ELK stack, golden paths, internal developer platforms, metrics logs traces, observability, OpenTelemetry, platform engineering, SLO-driven operations, SRE, telemetry automation

GitOps, pipelines, Jenkins, kubernetes, kpack, buildpacks, CI/CD, Codefresh, Komodor, AI, clusters, kubernetes, generative AI Kubernetes Argo container security continuous SQL Server Windocks Tekton Kubeflow Red Hat CI/CD

GitOps Under Fire: Resilience Lessons from GitProtect’s Mid-Year 2025 Incident Report

GitOps may power cloud-native delivery, but rising outages and breaches across GitHub, GitLab, Jira, and Azure DevOps expose just how fragile today’s pipelines really are ...