build1 distinct publisher Compaction failed sixty times an hour on a full volume while dashboards stayed correct, because queries are served from memory. Liveness checks cannot see durability.
Publishers:dev.to
Reality
- Evidence54
- Adoption12
- Hype gap−6
- Incentives46
- Confidence55
build1 distinct publisher One operator flipped Cilium to full kube-proxy replacement and woke at 2:47 AM to a SIEM ingesting zero events. The cluster was healthy. The evidence pipeline was not.
Publishers:dev.to
Reality
- Evidence34
- Adoption21
build1 distinct publisher A practitioner writing on dev.to puts three constraints ahead of the Isolation Forest vs GPT-4o comparison: GB per day, your paging budget, and what your stack traces contain.
Publishers:dev.to
Reality
- Evidence34
- Adoption17
build1 distinct publisher Pod availability, CPU and memory can all read healthy while inference degrades. The signals that matter are queue depth, time to first token and tokens per second.
Publishers:dev.to
Reality
- Evidence28
- Adoption
- Insufficient
- Hype gap
build1 distinct publisher A four-core ARM box thrashed its page cache for hours while Kubernetes reported Running, ArgoCD reported Synced and Healthy, Helm exited zero and an admission policy passed.
Publishers:dev.to
Reality
- Evidence58
- Adoption14
build1 distinct publisher A homelab operator wired UniFi WAN failover and UPS battery state into Kubernetes as declarative state keys, so optional workloads scale themselves to zero while the condition holds.
Publishers:dev.to
Reality
- Evidence38
- Adoption9