TECHNOLOGY PROFILE · TECH-0131
Kubernetes
Container scheduling and orchestration platform.
Reference link only — not reviewed this edition. This profile preserves the prepared catalog’s original descriptions. Advantages depend on the workload; comparisons are editorial, not benchmark results.
Where it has an edge
Declarative deployment, recovery and scheduling coordinate many services beyond a single host.
Best-fit problems
Larger model-serving platforms with an operations team.
Tradeoffs & cautions
Operational complexity can dwarf benefits for small projects; GPU scheduling needs setup.
What to test before choosing
Inject failures and data shifts; verify useful alerts, observability cost and redaction of sensitive content.
Runtime & hardware
Application infrastructure
Access & licensing
Open-source cores; managed/enterprise editions vary
Execution
Local / self-hosted
Lifecycle
Not independently audited
Comparison basis
Editorial problem-fit judgement; no head-to-head benchmark performed
Connected concepts
Alternatives to investigate
Docker · Slurm · Ray