Stateful Workloads Archives

SRE, autoscaling, Tailscale, Kubernetes, argo cd, Kubernetes v1.33, AI, Nelm, Kubernetes, architecture, , architecture, Rackspace, GPUs, Kubernetes, Solo.io Kubernetes cloud foundry keptn cloud-native automation

The Efficiency Era: How Kubernetes v1.35 Finally Solves the “Restart” Headache

Kubernetes v1.35 introduces in-place resource resizing, revolutionizing how stateful workloads are managed. Discover the benefits of dynamic resource allocation, traffic distribution, and the improvements that enhance operational efficiency for platform engineers ...

Pavan Madduri | March 3, 2026 | AI/ML workloads, cloud costs, Dynamic Resource Allocation, efficiency era, FinOps, immutability, Kubernetes architecture, Kubernetes enhancements, Kubernetes v1.35, Openshift, operational efficiency, resource resizing, self-healing infrastructure, Stateful Workloads, system performance, traffic distribution, vertical scaling

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Stateful Microservice Migration & the Live-State Challenge in Kubernetes

Alan argues that Kubernetes can’t ignore state any longer. While stateless apps fit the original vision, real-world workloads — from databases to AI pipelines — demand continuity. A new research framework, MS2M ...