Kubernetes has evolved from a necessity to a preferred deployment platform, offering scalability, consistency, and ecosystem maturity that simplify modern application hosting.
Upcloud’s managed Kubernetes offers solid performance once past initial networking hurdles, but expect hands-on troubleshooting and limited upgrade flexibility.
When traces are sampled away, use targeted logging, synthetic requests, and metrics to isolate issues in distributed systems.
Near-zero-CVE images reduce immediate vulnerabilities but require rigorous maintenance; standard images offer broader support but demand active patching. Choose based on risk tolerance and operational capacity.
Focus on running and observing AI inference workloads in AKS to build practical skills in GPU scheduling, model serving, and cost management.
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