> For clean Markdown content of this page, append .md to this URL. For the complete documentation index, see https://docs.nvidia.com/dynamo/llms.txt. For full content including API reference and SDK examples, see https://docs.nvidia.com/dynamo/llms-full.txt. # Kubernetes Operator ## Docs - [Dynamo Operator](https://docs.nvidia.com/dynamo/v1.4.2/knowledge-base/kubernetes/kubernetes-operator/dynamo-operator.md): Reference for the Dynamo Kubernetes operator covering its controllers, deployment modes, and reconciliation workflow. - [Service Discovery](https://docs.nvidia.com/dynamo/v1.4.2/knowledge-base/kubernetes/kubernetes-operator/service-discovery.md): Lets Dynamo frontends, workers, and planners locate each other on Kubernetes via native CRDs and EndpointSlices, or via etcd. - [Webhooks](https://docs.nvidia.com/dynamo/v1.4.2/knowledge-base/kubernetes/kubernetes-operator/webhooks.md): Dynamo operator admission webhooks that validate and default Dynamo custom resources before persistence. - [Managing Models with DynamoModel](https://docs.nvidia.com/dynamo/v1.4.2/knowledge-base/kubernetes/kubernetes-operator/managing-models-dynamo-model.md): Deploys LoRA adapters and tracks model endpoints with the DynamoModel custom resource alongside DGDs. - [Autoscaling](https://docs.nvidia.com/dynamo/v1.4.2/knowledge-base/kubernetes/kubernetes-operator/autoscaling.md): Scales DGD services with the DynamoGraphDeploymentScalingAdapter using KEDA, Kubernetes HPA, or the Dynamo Planner. - [Rolling Updates](https://docs.nvidia.com/dynamo/v1.4.2/knowledge-base/kubernetes/kubernetes-operator/rolling-update.md): Updates DGD worker images, resources, and arguments with managed rolling updates across Deployment, Grove, and LWS backends. - [Snapshotting GPU Workers](https://docs.nvidia.com/dynamo/v1.4.2/knowledge-base/kubernetes/kubernetes-operator/snapshot.md): Checkpoints initialized GPU workers with CRIU and cuda-checkpoint so later pods warm-start in seconds instead of minutes. - [Shadow Engine Failover](https://docs.nvidia.com/dynamo/v1.4.2/knowledge-base/kubernetes/kubernetes-operator/shadow-engine-failover.md): Keeps a standby engine attached to GPU-resident model weights so process failures recover without reloading the model. - [Disaggregated Inference Communication Guide](https://docs.nvidia.com/dynamo/v1.4.2/knowledge-base/kubernetes/kubernetes-operator/disagg-communication.md): Best practices for prefill/decode worker communication on Kubernetes - [Gateway API Routing Architecture](https://docs.nvidia.com/dynamo/v1.4.2/knowledge-base/kubernetes/kubernetes-operator/gateway-api-routing.md): How Gateway API, the Dynamo Endpoint Picker Plugin, and worker Frontend sidecars divide request-routing responsibilities.