Towards Sustainable Multi-Cluster Management in Real-World Academic Infrastructure - J. Mok & C. Im @cncf
Towards Sustainable Multi-Cluster Management in Real-World Academic Infrastructure - J. Mok & C. Im  @cncf
Uploaded August 2026 | Updated September 2026, 2 weeks ago
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Towards Sustainable Multi-Cluster Management in Real-World Academic Infrastructure - Jinwang Mok, GIST NetAI Lab. & ChangHyeon Im, GIST | Gwangju Institute of Science and Technology

Research labs face distinct challenges: heterogeneous hardware, stateful services, and student operators who learned Kubernetes on the job—accumulating legacy no one dares untangle.

Our environment: four bare-metal clusters over 100GbE—a 2PB Rook-Ceph lake, a 22-GPU cluster (7 types incl. L40S, A100), edge devices—run by grad students. We call our unified multi-cluster target "ScaleX-POD". Migrating demands two hurdles: risk-free live migration and tenant isolation.

First, extracting a management cluster from production while external tenants actively run—transferring ArgoCD ownership without orphaning pods or storage, dry-running via vcluster. We share what broke and what we would change. Second, Kyverno-enforced isolation: PSS Restricted, default-deny NetworkPolicies, namespace-scoped RBAC—containing blast radius during and after migration.

Attendees gain failure lessons, migration trade-offs, and a PR-based workflow to reduce knowledge loss across operator transitions.
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Towards Sustainable Multi-Cluster Management in Real-World Academic Infrastructure - J. Mok & C. Im

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