Expert insights on FinOps, cloud cost optimization, DevOps, infrastructure, and cybersecurity from the team behind CLARITY.
Broadcom reset VMware's pricing and forced full bundles, and enterprises are executing an exit. An honest look at whether OpenShift Virtualization is the right landing spot, when Proxmox or OpenStack beats it, and what the migration really costs before the savings show up.
A Windows Server license never appears as its own line on an Azure bill — it is fused into the hourly compute rate. Our own detector found nothing for months while an eligible VM sat in the account. Here is why, and what fixed it.
In our own data. Cost Explorer had attributed 100% of one service to named resources, to the cent, and our model added another $50.68 on top of a complete answer. Nothing errored, no row was duplicated, and three of the four affected services looked fine.
It was specified, implemented and working, and we withdrew it. Some vendors execute the change on your infrastructure and earn a share of the result. We identify it and your engineers act — and our own smallest plan could never have paid the fee anyway.
61.6% of our resources carry no tags and exactly four carry an environment tag. Counting resources and counting dollars give opposite answers, the most-used tag key was written by AWS, and 18 resources are invisible to any report grouped by Owner.
Windows VMs and SQL databases paying Microsoft for a licence you may already own. The field that causes it is invisible on every Azure cost screen — and the rule that finds it has to know which VMs to leave alone.
Legacy FinOps tools send finance a 90-page deck, then finance chases engineers for answers. CLARITY skips the middle: it maps every dollar to the resource causing it, so the person who can fix the bill sees it first.
Most Kubernetes fleets have clusters nobody actively uses but nobody dares delete. They keep billing — control plane, idle nodes, attached load balancers. Here's how to find them, prove they're ghosts, and reclaim the spend.
Every cloud has two doors into your billing data: a fast live API and a slow detailed export. Most FinOps tools picked the slow door — and now you're the one waiting for it.
Untagged cloud resources aren't just a governance gap — they're an accountability black hole. 79% of cost findings land in the default bucket because nobody tagged the resources. Here's how to surface orphan spend, assign owners, and close the loop.
Inside a typical cloud cost optimization engagement: who actually does the work, what they find, and why a SaaS tool achieves the same result at 1% of the cost.
How multi-stage Dockerfiles reduce image size by 80%, speed up CI/CD pipelines, and lower your cloud compute bill with real production examples.
AI inference is 55% of cloud spend. GPU instances, training jobs, and model serving are the new cost centers. A practical FinOps framework for managing them.
A practical framework for evaluating FinOps platforms — cost accuracy, multi-cloud support, AI intelligence, K8s allocation, and pricing alignment.
Not all CPU spikes mean the same thing. Learn the 6 distinct peak patterns we classify in CLARITY and why getting this wrong leads to costly right-sizing mistakes.
Namespace-level cost tracking, chargeback models, and the pitfalls of proportional allocation. A hands-on guide for teams running Kubernetes in production.
How we implement AES-256-GCM with per-credential random salt in CLARITY, and why most cloud tools get credential storage wrong.
Sprint 52 brings AI-powered cost driver analysis, AWS Cost Explorer API budget protection, expanded AI model support, and tier-based feature gating.
The nine correction mechanisms behind CLARITY's invoice reconciliation, from Cost Explorer pagination to resource-ID matching — plus which per-resource figures are billed and which are modelled.