
Pod Startup Forensics: Closure and What's Next
Closing the series: what six parts proved, the two scaling questions still untested, and the remaining exec-probe and production-kernel boundaries.
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Closing the series: what six parts proved, the two scaling questions still untested, and the remaining exec-probe and production-kernel boundaries.

Correlating socket syscalls and kubelet probe attempts into the merged timeline, then fixing a real cgroup-attribution bug that left most of those events unresolved.

How the CLI resolves pod owners and phases, the eBPF tracer captures syscall evidence, and the exporter joins both into a verified startup timeline.

A design for retaining pod-startup evidence after deletion by putting Kubernetes lifecycle records and eBPF syscall observations on the same time axis.

Why existing eBPF tools, continuous profilers, and APM platforms can't provide a durable pod-startup timeline that joins lifecycle records to kernel evidence.

Why slow Kubernetes pod startups undermine autoscaling, CI/CD, and incident response, and why Events and kubelet telemetry cannot identify the delayed phase.