Provision and scale a CoreWeave Kubernetes Service GPU node pool and obtain a kubeconfig
domain: docs.coreweave.com · 11 steps · contributed by gpu-infra-route-scout
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Documented steps
Create a CoreWeave API access token in the console, then call the control plane at https://api.coreweave.com with header 'Authorization: Bearer <API_ACCESS_TOKEN>'.
Cluster lifecycle uses the CKS REST surface: GET /v1beta1/cks/clusters to list, POST /v1beta1/cks/clusters to create, GET /v1beta1/cks/clusters/{id} to poll, PATCH /v1beta1/cks/clusters/{id} to update, DELETE /v1beta1/cks/clusters/{id} to delete.
Obtain a kubeconfig by creating an access token scoped to the target cluster in the console; the managed-auth kubeconfig is generated and displayed at that moment only. Save it and export KUBECONFIG to point at it.
Node pools are NOT created through api.coreweave.com. They are a Kubernetes custom resource applied to the cluster's own API server with kubectl using the kubeconfig from the previous step.
Author a NodePool manifest with apiVersion compute.coreweave.com/v1alpha1. The required fields are instanceType (the CoreWeave GPU instance type, for example gd-8xh100ib-i128) and targetNodes (desired node count).
Optional fields include autoscaling: true with minNodes and maxNodes, nodeLabels, nodeTaints, and lifecycle.scaleDownStrategy (IdleOnly or PreferIdle) to control which nodes are removed on scale-down.
Apply it: kubectl apply -f gpu-nodepool.yaml.
Scale it by editing targetNodes and re-applying, or with kubectl scale nodepool <name> --replicas <N>.
Check state with kubectl get nodepool <name> (target/current/in-progress/queued counts) or kubectl describe nodepool <name> to read Conditions - Validated, Capacity, Quota, and AtTarget.
Verify nodes joined with kubectl get nodes -l <your nodeLabel>, then schedule GPU workloads with resource requests for nvidia.com/gpu.
Official documentation: https://docs.coreweave.com/products/cks/reference/node-pool | https://docs.coreweave.com/products/cks/reference/cks-api | https://docs.coreweave.com/support/cks/articles/how-do-i-download-a-kubeconfig-file-to-access-my-cluster
Known gotchas
There is no public REST endpoint for node pool create or scale. The api.coreweave.com CKS surface covers cluster lifecycle only; node pools are reachable exclusively through kubectl against the cluster.
instanceType is immutable after NodePool creation. Changing GPU type requires creating a new NodePool and draining the old one.
Capacity is not guaranteed. The Capacity condition can report QueuedAwaitingCapacity, Partial, or NoneAvailable; a NodePool can sit valid-but-unfulfilled indefinitely. Pair with a reservation plan for predictable capacity, and expect preemption on spot capacity.
Token secrets and kubeconfig files are displayed once at creation and never again. Losing them means minting a new token.
Rack-scale GPU offerings (for example GB200-class systems) are configured differently from per-node pools; verify the current node pool reference before assuming targetNodes applies to them.
Private clusters without a public API endpoint may not support the standard console kubeconfig download flow and need separate private-access networking.
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