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Operations

132 posts tagged operations.

Oct 20, 2026

Feature Flags vs Canary vs Blue-Green: Progressive Delivery

Feature flags, canary releases and blue-green deployments compared: when to use each, where OpenFeature and flagd stand in 2026, and what recent outages cost.

13 min
Oct 20, 2026

Observability vs Monitoring: What's the Difference in 2026?

Observability vs monitoring explained for 2026: the SRE-book definition of monitoring, where observability came from, three pillars vs wide events, what OpenTelemetry does, and what Grafana's 2026 survey of 1,363 teams says about cost and tools.

13 min
Oct 20, 2026

How to Build Multi-Region Failover with Route 53 and Cloud DNS (2026)

Step-by-step multi-region failover: active-passive vs active-active, Route 53 health checks and failover records in Terraform, ARC routing controls, Cloud DNS failover policies, Aurora Global Database and Spanner, failover testing, and fixes for DNS TTL and caching problems.

16 min
Oct 20, 2026

How to Migrate From ingress-nginx to Gateway API: Step-by-Step (2026)

A tested, step-by-step ingress-nginx to Gateway API migration: inventory annotations, install Gateway API v1.6.3 and Envoy Gateway v1.9.2, convert with ingress2gateway v1.2.0, handle TLS, rewrites and canaries, read route status conditions, cut over with DNS and roll back.

13 min
Oct 20, 2026

How to Troubleshoot Linux Performance in 60 Seconds (2026 Checklist)

A step-by-step Linux performance troubleshooting guide for 2026: Brendan Gregg's 60-second checklist (uptime, dmesg, vmstat, mpstat, pidstat, iostat, free, sar, top), how to read each output, PSI, the USE method, then bpftrace 0.27 and BCC one-liners.

13 min
Oct 20, 2026

How to Add Human-in-the-Loop Approval to a LangGraph Agent (2026)

Step-by-step LangGraph 1.2 guide: build a tool-calling agent with interrupt() approval before risky tools, persist it with the Postgres checkpointer, resume with Command, stream updates, deploy, and fix the common errors.

11 min
Oct 20, 2026

Kubernetes Requests and Limits Explained: 8% CPU Used, Resize GA in 1.35

Kubernetes requests and limits in 2026: how QoS classes and oom_score_adj decide who dies, why CPU limits cause CFS throttling, what cgroup v2 changed for OOM kills, in-place resize GA in 1.35, VPA InPlaceOrRecreate, and why clusters still use 8% of their CPU.

13 min
Oct 20, 2026

How to Fix Kubernetes Pods Stuck in Pending: Causes and Commands (2026)

Pods stuck in Pending? Read the FailedScheduling event, then fix the cause: insufficient cpu or memory, untolerated taints, node affinity, unbound PVCs and volume zones, topology spread, quotas, scheduling gates, or Karpenter and Cluster Autoscaler not scaling.

12 min
Oct 20, 2026

Fix Kubernetes OOMKilled and Exit Code 137: Step-by-Step Guide (2026)

How to fix OOMKilled and exit code 137 in Kubernetes: confirm the kill with lastState, tell a cgroup limit OOM from node OOM and eviction, read working set vs RSS, size JVM, Node.js, Go and Python memory to the limit, find leaks, and right-size with VPA and in-place resize.

12 min
Oct 20, 2026

How to Troubleshoot Kubernetes DNS and CoreDNS: Step by Step (2026)

A step-by-step guide to fixing Kubernetes DNS: test from a dnsutils pod, read resolv.conf and ndots:5, check CoreDNS pods, endpoints, logs and metrics, fix NXDOMAIN, SERVFAIL and i/o timeout errors, the 5-second conntrack race, and install NodeLocal DNSCache.

13 min
Oct 20, 2026

Kubernetes Cost Optimization in 2026: 8% CPU Use and What Fixes It

Kubernetes cost optimisation as of October 2026: Cast AI measures 8% CPU and 20% memory utilisation, Datadog puts 83% of container cost on idle, plus OpenCost vs IBM Kubecost 3.0, Karpenter 1.15 Balanced consolidation, in-place resize, spot and Graviton.

12 min
Oct 20, 2026

Kubernetes Autoscaling: HPA vs VPA vs KEDA vs Karpenter (2026)

Kubernetes autoscaling for 2026: when to use HPA, VPA, KEDA, Cluster Autoscaler or Karpenter, what changed in 1.37, and the mistakes that cost money.

13 min
Oct 20, 2026

Is Kubernetes Still Worth It in 2026? Costs and Alternatives

Is Kubernetes worth it for a small team in 2026? What it really costs on EKS, GKE and AKS, when ECS, Cloud Run or Nomad fit better, and how to decide.

12 min
Oct 20, 2026

Ingress NGINX Is Retired: What Replaces It and How to Choose in 2026

Ingress NGINX stopped receiving fixes in March 2026 after seven CVEs in its final seven weeks. What retirement means, why IngressNightmare mattered, where Gateway API stands at v1.6, and how to pick between Envoy Gateway, Cilium, Istio, NGINX Gateway Fabric, Traefik and kgateway.

13 min
Oct 20, 2026

Incident Management in 2026: Opsgenie Ends April 2027, AI SREs Arrive

Incident management in 2026: Opsgenie shuts down on 5 April 2027, FireHydrant now belongs to Freshworks, Grafana OnCall OSS is archived, PagerDuty and incident.io sell AI SRE agents, and the on-call data says learning from incidents is still the weak link.

13 min