A decade of governance: Cloud Custodian at 10 and its role in the agentic AI era
… Frequently asked questions about Cloud Custodian How does Cloud Custodian help with cost management? …
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How does Cloud Custodian help with cost management?
It uses policies to reduce waste by eliminating idle or underprovisioned resources, including idle training jobs and GPU fleets. It also prevents costly misconfigurations such as oversized storage tiers, ensuring cloud environments stay efficient and well-governed.
A decade of governance: Cloud Custodian at 10 and its role in the agentic AI eraWhat are we solving?
In a typical Kubernetes setup, every cluster ships with its own dedicated control plane — meaning at least 3 nodes per cluster just for the control plane itself. Multiply that across dev, staging, and production environments, and you’re burning through resources before your first workload even lands. This is the problem Hosted Control Planes were built to solve. Instead of running the API server, etcd, and controllers on dedicated nodes per cluster, HCP runs all of them inside a central management cluster. The result is fewer VMs, lower costs, simpler upgrades, and a single pane of control acr
Kubernetes for platform teams: Leveraging k0s and k0rdentThe symbiotic revolution: AI and cloud native technologies transforming the digital landscape
… ScaleOps’ AI Infra Product, running on Kubernetes, slashes GPU costs by 50-70% for enterprise LLMs by automating optimization across clouds and on-premises. Early adopters report seamless integration, proving the cost-saving potential of AI-driven cloud native management. …
How to get engineering time back from Kubernetes upgrades
… At Fairwinds,we routinely see teams reclaim weeks of senior engineering time each year once upgrades, patching, and add‑on management move off the internal backlog and onto a dedicated Kubernetes SRE team. …
Kubernetes for platform teams: Leveraging k0s and k0rdent
… Instead of running the API server, etcd, and controllers on dedicated nodes per cluster, HCP runs all of them inside a central management cluster. The result is fewer VMs, lower costs, simpler upgrades, and a single pane of control across your entire fleet. …
The Kubernetes integration tax: Prometheus, Cilium and production reality
… The compounding cost The integration tax isn’t a one-time fee. …
ingress-nginx to Envoy Gateway migration on CNCF internal services cluster
… This is the closest configuration to the current ingress-nginx deployment with some advantages like: Cost and Resource Efficiency : A single Gateway means one LoadBalancer service, which translates to one cloud load balancer. Multiple Gateways = multiple load balancers = significantly higher costs. …
Building a cloud native internal developer platform with Kubernetes, GitOps, and supply chain security
… Secrets management Sensitive data is managed outside application and deployment artifacts to eliminate exposure risk: Key Vault, integrated via the CSI Secrets Store driver, provides secure and dynamic secret injection into workloads at pod startup Secrets are never stored in Git repositories or em… …
From Ingress NGINX to Higress: migrating 60+ resources in 30 minutes with AI
… It includes specialized features like Token-based rate limiting to manage model costs and caching capabilities to reduce latency for common AI prompts . …
Auto-diagnosing Kubernetes alerts with HolmesGPT and CNCF tools
… About STCLab: STCLab builds high-performance online traffic management software. …
How NetEase Games achieved 30-second LLM cold starts on Kubernetes
… In a multi-tenant platform, repeated caching of the same model wastes memory and creates version-management overhead. …