Tag Kubernetes

Cloud engineers reviewing a dashboard where CPU looks healthy while backlog, latency, and service pressure are rising.

CPU Is the Wrong Signal for Most Autoscaling Policies

64% of organisations use the Kubernetes Horizontal Pod Autoscaler to manage workload capacity, and most of those autoscaling policies scale on exactly one signal: CPU or memory utilisation. Only 20% scale on anything else. The other 80% inherited a default…

3D isometric illustration of a futuristic Azure Kubernetes Service cluster architecture, featuring organized shipping containers and digital data streams in a blue and white colour palette.

Azure Kubernetes Service: Production-Grade Enterprise Implementation

Kubernetes has achieved 96% enterprise adoption, yet 55% of Azure Kubernetes Service implementations fail their initial production readiness reviews. These failures cost organisations £100K-£500K in remediation work, delayed launches, and emergency architectural redesigns. The gap between “running Kubernetes” and “running…