K8S
Platform Ops DevOps Kubernetes
Deep Dive Series

KUBERNETES
DEEP DIVES

Architecture · Networking · Error Runbook · Storage · Observability

Battle-tested technical guides covering every layer of Kubernetes — from control plane internals to real-world production debugging. Written from the Platform Ops trenches at 6D Technologies.

5
Deep Dives
32
Error Types
K8s
1.24+ / OCP 4.x
K8s Cluster
Control Plane
API Server
etcd scheduler controller-mgr
reconcile loop
Worker Node
Kubelet
kube-proxy CNI
Worker Node
containerd
CRI-O Pods
CSI / PVC
Storage Layer
PersistentVolume
PVC StorageClass CSI Driver
Error Runbook
32 Error Types
CrashLoopBackOff OOMKilled NotReady SCC
Control Plane Worker Nodes CrashLoopBackOff etcd CNI Plugins OOMKilled CSI Drivers SCC Violations NetworkPolicy PersistentVolumes Ingress CoreDNS Health Probes RBAC Control Plane Worker Nodes CrashLoopBackOff etcd CNI Plugins OOMKilled CSI Drivers SCC Violations NetworkPolicy PersistentVolumes Ingress CoreDNS Health Probes RBAC
Published Articles

KUBERNETES SERIES

Five deep-dives covering the full K8s stack — architecture, networking, error runbook, storage, and observability.

#048April 2026
K8s Architecture Deep‑Dive

Complete structural guide — Storage Nodes, Worker Nodes, Pods, Control Plane, CSI, PVs, QoS classes, health probes, and scheduling controls with interactive diagrams.

Control Plane Worker Node etcd Pods CSI / PVC Scheduler
48
#047March 2026
🌐
K8s Networking Decoded

Six architecture diagrams — Pod-to-Pod networking, CNI internals, Ingress, Gateway API, NetworkPolicy deep-dive, CoreDNS resolution, and eBPF observability.

CNI Plugins Calico / Cilium CoreDNS NetworkPolicy Ingress eBPF
47
#049May 2026
🚨
K8s Error Runbook

32 error types across 5 layers — Pod, Worker Node, Cluster, API Server, and OpenShift. Root causes, diagnostic commands, exit code table, and production fixes.

CrashLoopBackOff OOMKilled Node NotReady etcd Failure SCC / OAuth RBAC
49
#050June 2026
📦
K8s Storage Deep‑Dive

PV/PVC lifecycle, StorageClasses & dynamic provisioning, CSI driver internals, StatefulSets, and a backup/DR strategy with VolumeSnapshots and Velero.

PV / PVC StorageClass CSI StatefulSet Velero Snapshots
50
#051 July 2026   NEW
📡
Observability Stack Deep‑Dive

Metrics (Prometheus + Grafana), logs (Loki/ELK), traces (Jaeger/OpenTelemetry), SLO burn-rate alerting, and how a platform like OpsCore ties every signal together.

Prometheus Grafana Loki / ELK Jaeger Alerting OpsCore
51
Live — click through In pipeline Planned

The same map as the Kubernetes category hub, and the same links — every green block is covered by a published issue, so click one to go straight to it.

WHAT'S INSIDE

Every article covers multiple layers — click the cards above to read the full deep-dive.

Issue #048 · Architecture
CONTROL PLANE
kube-apiserver internals
etcd data model & quorum
kube-scheduler algorithm
controller-manager loops
cloud-controller-manager
PV / CSI provisioning
Issue #047 · Networking
NETWORK STACK
Pod-to-Pod VXLAN tunnels
CNI plugin comparison
kube-proxy iptables / ipvs
Ingress & Gateway API
NetworkPolicy enforcement
CoreDNS resolution chain
Issue #049 · Error Runbook
32 ERROR TYPES
CrashLoopBackOff & OOMKilled
ImagePullBackOff & Pending
Node NotReady & kubelet
CNI / DNS / RBAC / PVC
etcd Quorum Lost & Cert Expiry
SCC / OAuth / Cluster Operators
Issue #050 · Storage
PERSISTENCE LAYER
PV / PVC binding lifecycle
StorageClasses & provisioning
CSI controller / node plugins
StatefulSets & volumeClaimTemplates
VolumeSnapshots & Velero
RPO / RTO & DR strategy
Issue #051 · Observability
METRICS, LOGS & TRACES
Prometheus scraping & PromQL
Loki / ELK log pipelines
OpenTelemetry & Jaeger tracing
Alertmanager & SLO burn rate
Grafana dashboarding
OpsCore correlation layer
Suggested Order

LEARNING PATH

New to Kubernetes? Follow this sequence to build a solid mental model before diving into production ops.

1
Foundation
K8s Architecture Overview

Start with the big picture — how control plane, worker nodes, and storage interact. Understand the reconciliation loop before touching anything else.

Read Issue #048 → K8s Architecture
2
Storage
Persistence & Stateful Workloads

Architecture introduced Storage Nodes and CSI at a glance — this is where PV/PVC binding, StorageClasses, and StatefulSets get the full treatment.

Read Issue #050 → K8s Storage
3
Networking
How Pods Actually Talk

Once you understand the architecture, layer in networking. CNI plugins, CoreDNS, Ingress, and NetworkPolicy are where most production headaches live.

Read Issue #047 → K8s Networking
4
Troubleshooting
K8s Error Runbook

Now that you understand architecture, storage, and networking, learn how to diagnose every failure — 32 error types across 5 layers with production-tested fixes and diagnostic commands.

Read Issue #049 → K8s Error Runbook
5
Observability
Metrics, Logs & Traces

Prometheus + Grafana, Loki/ELK, and Jaeger/OpenTelemetry — plus how a platform like OpsCore ties every signal together into one pane of glass.

Read Issue #051 → K8s Observability
Coming Soon
More Kubernetes Deep-Dives

RBAC deep-dive, admission controllers, and multi-cluster federation are on the roadmap. Looking for GitOps? That's now its own deep-dive in the CI/CD series.

Read CI/CD & GitOps → Issue #052
VA
Vishal Abhinav
Platform Ops Engineer · @6D Technologies · Ops Newsletter