[[["易于理解","easyToUnderstand","thumb-up"],["解决了我的问题","solvedMyProblem","thumb-up"],["其他","otherUp","thumb-up"]],[["很难理解","hardToUnderstand","thumb-down"],["信息或示例代码不正确","incorrectInformationOrSampleCode","thumb-down"],["没有我需要的信息/示例","missingTheInformationSamplesINeed","thumb-down"],["翻译问题","translationIssue","thumb-down"],["其他","otherDown","thumb-down"]],["最后更新时间 (UTC):2025-09-04。"],[],[],null,["# Identify clusters for Autopilot migration\n\n[Autopilot](/kubernetes-engine/docs/concepts/autopilot-overview) [Standard](/kubernetes-engine/docs/concepts/choose-cluster-mode)\n\n*** ** * ** ***\n\nThis page shows you how to potentially reduce your cluster operating costs by\nidentifying Google Kubernetes Engine (GKE) Standard clusters with\nunderutilized nodes that would benefit from a migration to GKE\nAutopilot.\n\nPotential cost savings in Autopilot\n-----------------------------------\n\nIn GKE Standard clusters, you're billed for the\nCompute Engine virtual machine (VM) infrastructure that backs each node,\nregardless of how efficiently your running workloads *use* the compute resources.\nContinually managing your resource usage using efficient resource consumption methods such as *bin-packing*\nis essential to run cost-efficient Standard clusters.\n\nIn Autopilot, you're billed for the compute resources, such as CPU or\nmemory, that your running workloads request. This billing model removes the need\nfor you to monitor and manage workload resource usage efficiency. For detailed\npricing information,\nsee [Autopilot mode pricing](/kubernetes-engine/pricing#autopilot-mode).\n\nGKE monitors your running Standard clusters to detect\nnode underutilization and recommends migrating to Autopilot clusters\nif the migration would potentially reduce your operating costs. GKE\nprovides these recommendations through [Recommender](/recommender/docs/overview),\na service that provides insights and recommendations for using resources on\nGoogle Cloud.\n\nIdentify underutilized Standard clusters\n----------------------------------------\n\nGKE generates insights and recommendations that help you to\nidentify underutilized Standard clusters. To view these insights, use\nthe Google Cloud console, the gcloud CLI, or the\nRecommender API and specify the following parameters:\n\n- **Recommender type:** `google.container.DiagnosisInsight`\n- **Subtype** : `CLUSTER_AUTOPILOT_OPTIMIZATION`\n\nFor instructions, see\n[View insights and recommendations](/kubernetes-engine/docs/how-to/optimize-with-recommenders#view-insights-recs).\n\nHow GKE identifies clusters for potential Autopilot migration\n-------------------------------------------------------------\n\nGKE uses the following signals to determine whether a\nStandard mode cluster is underutilized. The cluster must satisfy\nthe following signal for GKE to generate an insight:\n\n### Decide whether to migrate to Autopilot\n\nAutopilot clusters shift node management responsibilities to\nGKE. Before you migrate your workloads to an Autopilot\ncluster, review the following resources to decide whether Autopilot\nfits your configurability and functionality needs:\n\n- [High-level comparison of cluster modes](/kubernetes-engine/docs/concepts/choose-cluster-mode)\n- [Detailed comparison of Autopilot and Standard](/kubernetes-engine/docs/resources/autopilot-standard-feature-comparison)\n- [Autopilot security overview](/kubernetes-engine/docs/concepts/autopilot-security)\n- [About GKE Autopilot](/kubernetes-engine/docs/concepts/autopilot-overview)\n\nIn most production environments, we recommend Autopilot clusters.\n\n### Limitations\n\nIf recent metrics from a GKE Standard cluster\naren't available, you might not see an insight for that cluster.\n\nAct on the recommendation\n-------------------------\n\nIf you see this recommendation, contact Cloud Customer Care for more information\nabout how your environment might benefit from a migration to Autopilot\nclusters. Contact your account representative or see\n[contact Cloud Customer Care](/contact).\n\nIf you decide to migrate from Standard, check workload compatibility\nwith Autopilot and prepare for a migration by following the\nguidance in\n[Prepare to migrate to Autopilot form Standard](/kubernetes-engine/docs/how-to/prepare-migrate-cluster-mode).\n\nWhat's next\n-----------\n\n- [Optimize your usage of GKE with insights and recommendations](/kubernetes-engine/docs/how-to/optimize-with-recommenders)."]]