Import multiple high-scale Kubernetes Clusters into Pulumi
How we organized infrastructure management of a high-scale system in the cloud by utilizing Pulumi and standardizing environment creation











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KubeCost is a Kubernetes cost allocation and visibility tool used by platform, DevOps, and FinOps teams to understand where cluster spend comes from and how it maps to applications and internal teams. It helps organizations reduce cloud waste by attributing costs to namespaces, workloads, and labels, making it easier to set budgets and prioritize optimization work.
Typically deployed inside a Kubernetes cluster, KubeCost combines resource usage data with cloud billing context to support chargeback/showback and ongoing cost governance. It is often paired with observability and reporting workflows to keep engineering and finance aligned; see also FinOps services.
FinOps, or Financial Operations, is a strategic approach that combines financial, business, and IT operations to optimize cloud spending and resource utilization. It fosters collaboration between teams, enabling real-time monitoring, cost transparency, and efficient budget management in cloud environments. Emphasizing cost optimization and value realization, FinOps is crucial for companies looking to balance innovation and cost control in their cloud investments.
KubeCost is a Kubernetes cost allocation and visibility tool used to attribute cluster spend to the workloads and teams that drive it, enabling practical optimization and FinOps workflows without losing engineering context.
KubeCost is a strong fit when Kubernetes spend needs to be tied back to applications and owners, not just cloud accounts. Accuracy depends on consistent labeling, stable metrics collection, and clearly defined allocation rules for shared services and multi-tenant clusters.
For broader cloud cost management with less workload-level Kubernetes context, common alternatives include Apptio Cloudability, VMware CloudHealth, and native tools like AWS Cost Explorer. For an open source approach focused on Kubernetes allocation, OpenCost is often considered alongside KubeCost.
More context on cost allocation practices is available in the Kubernetes documentation: https://kubernetes.io/docs/concepts/cluster-administration/cost-allocation/.
Our experience with KubeCost helped us build repeatable cost-visibility practices and implementation patterns that we used to help clients understand, allocate, and reduce Kubernetes spend without slowing down delivery.
Some of the things we did include:
This hands-on delivery work helped us accumulate significant knowledge across multiple KubeCost use-cases, and it enables us to deliver high-quality KubeCost setups that are accurate, maintainable, and aligned with how teams actually run Kubernetes in production.
Some of the things we can help you do with KubeCost include: