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Cases29 cases

4 to 8 of 29

  1. Symptoms

    Nodes that already existed kept running, but every new node, spot or standard, on either v1.32 or v1.33, failed to initialise and could not join the cluster. Spot nodes that were preempted and recreated never came back, so services degraded progressively: background workers on spot instances, reporting services and order allocation stopped completely, and the APIs on existing nodes kept answering but could not scale for load spikes.

    Trigger

    Google upgraded the GKE control plane from v1.32.x to v1.33.2 at the version deprecation deadline, although auto-upgrade was disabled on the node pools.

    Root cause
    Component
    Contributing factor
    Remediation
    • Created a new GKE cluster at v1.33, the version of the forced upgrade
    • Upgraded Istio to 1.27.1 for Kubernetes 1.33 compatibility
    • Updated the cert-manager configuration for Kubernetes 1.33
    • Migrated all production workloads to the new cluster and verified pod scheduling, DNS resolution, PVC mounting and external integrations
    • Decommissioned the broken cluster
    Action items
    • Configure all clusters to use the GKE stable release channel
    • Implement a separate management cluster for Argo CD, monitoring and other control components (Q4 2025)
    • Review spot instance usage for critical workloads and add on-demand fallback pools
    • Document the SRE upgrade procedure: management cluster first, production after a monitoring period of several days
    • Document a Kubernetes, Istio and cert-manager compatibility matrix
    • Create an automated upgrade testing pipeline
    • Reserve static IPs for quick migrations
    • Pin versions of Istio, cert-manager, CSI and DNS addons
    • Stay current with stable releases and regularly check GKE alerts and announcements to avoid deprecation deadlines
    Lessons

    GKE upgrades the control plane at a version's deprecation deadline even when auto-upgrade is disabled, so staying inside the supported version window is how to avoid a forced upgrade. A control plane upgrade can leave existing nodes healthy while every new node fails, and spot nodes that cannot rejoin after preemption turn this into cascading failures. Relying heavily on spot instances for critical workers turned a node join failure into a progressive outage. Kubernetes upgrades have to be planned together with dependent components such as Istio and cert-manager, and without a standby cluster on the same provider there was no immediate failover; the only recovery left was building a new cluster.

  2. Symptoms

    During peak hours, when Mercari's GKE clusters handle very high request rates, the platform team saw kube-dns reaching its limits. DNS query rates were high enough to overwhelm the kube-dns service.

    Trigger

    Peak-hour traffic on the GKE clusters produced more DNS queries than the few kube-dns pods could answer.

    Root cause
    Component
    Contributing factor
    Detection

    During peak hours the team saw frequent NXDOMAIN and truncated-response errors and recurring "failed to refresh DNS cache" errors on the clusters, which showed that kube-dns had reached its limits.

    Remediation
    • deployed NodeLocal DNSCache on the Laboratory GKE cluster with a specific nodeAffinity to measure its effect
    • rolled NodeLocal DNSCache out gradually to the Dev and Prod environments by labelling node pools so its pods could be deployed there
    Lessons

    When every pod in a busy cluster resolves names through a few central kube-dns pods, DNS becomes a shared bottleneck, and a DNS failure quickly turns into higher latency, timeouts and cascading outages across microservices. A cache on each node takes most of that load off kube-dns and keeps resolution local to the node. Rolling the cache out first to an internal test cluster with nodeAffinity, and then node pool by node pool through labels, kept the blast radius of the change small.

  3. Symptoms

    During a Lunar New Year event in January 2024, a developer posted a message in Slack suspecting an outage. While several people were checking it, the problem grew into a full outage of Backpackr's web and app services, and the company decided to stop the event.

    Trigger

    An unexpected traffic surge, more than three times normal, during the Lunar New Year event in January 2024.

    Root cause
    Component
    Contributing factor
    Detection

    A developer reported a suspected outage in Slack; the outage became total while several people were still confirming it.

    Remediation
    • stopped the Lunar New Year event
    Action items
    • Raise net.netfilter.nf_conntrack_max on all nodes to memory bytes/16384/2, and three times that on Istio nodes, applied by the nodeOptimizer DaemonSet
    • Configure Istio mesh networking so sidecars communicate directly instead of through the ingressGateway
    • Upgrade the Istio nodes from c6.xlarge (12.5 Gbps) to n-type instances with up to 25 Gbps of network bandwidth
    • Strengthen monitoring with ENA network bandwidth and packet drops, detailed Istio ingressGateway and sidecar metrics, and CPU, memory and saturation
    Lessons

    When every request in a cluster goes through one ingress gateway node, that node's connection tracking table and network bandwidth set the limit for the whole service. The default nf_conntrack table size was too small for three times normal traffic, and once it filled, packets were dropped. After the outage Backpackr strengthened its monitoring of network bandwidth, packet drops and the Istio components.

  4. Symptoms

    Services on the production Amazon EKS cluster behind the idus marketplace threw intermittent errors whose cause was hard to pin down. Calls to external services such as RDS and Redis failed now and then, and whenever DNS traffic spiked, domain lookups answered slowly or failed outright.

    Trigger

    All CoreDNS pods were scheduled onto the same node, and that node's memory usage spiked until it ran out of memory.

    Root cause
    Component
    Contributing factor
    Detection

    The write-up does not say how the full outage was noticed. The earlier DNS trouble showed up as intermittent service errors, and investigating failed calls to RDS and Redis led to DNS resolution failures.

    Remediation
    • deployed NodeLocal DNSCache as a DaemonSet in front of CoreDNS
    • added a PodDisruptionBudget (maxUnavailable 1) and topologySpreadConstraints across zones for CoreDNS
    • lowered ndots from 5 to 2 with dnsConfig in the Deployments
    Lessons

    The CoreDNS setup that EKS creates by default (two pods) can be enough for a small or development cluster but becomes a bottleneck in a large production cluster, and DNS is a single point of failure that needs high availability and room to scale. Tuning the CoreDNS cache and buffer size only relieved the symptoms; the real load came from the extra queries that ndots:5 generates for external names. A CoreDNS pod without a memory limit can share a node's fate with everything else on it.

  5. Symptoms

    At around 09:33 UTC one of the three control plane nodes of the Kubernetes cluster that hosts Magic Pages went offline. Looking at the node showed that it had run out of memory.

    Trigger

    One of the three control plane nodes ran out of memory and went offline at about 09:33 UTC; the attempts to replace it with hetzner-k3s failed while the cluster's own components were exhausting the Hetzner API rate limit.

    Root cause
    Component
    Contributing factor
    Detection

    The founder found the control plane node offline at about 09:33 UTC. Monitoring alerts about unreachable customer websites started around the time the replacement attempts failed, and about half an hour of investigation identified the exhausted Hetzner API rate limit.

    Remediation
    • powered off all servers of the Kubernetes cluster to stop the API requests so the Hetzner rate limit could recover
    • waited until ratelimit-remaining had built up a buffer before starting recovery
    • restarted the control plane servers
    • started the essential Longhorn components by hand so Longhorn could heal and make storage volumes available
    • restarted the remaining websites by hand
    Action items
    • Monitor the Hetzner API call rate coming from the Kubernetes cluster nodes themselves to get early warning of high usage
    • Get a higher Hetzner API rate limit; Hetzner support was contacted
    • Investigate how to reduce the cluster's reliance on a single API, including alternatives to hetzner-k3s
    • Document and test a procedure for recovering Longhorn after a full cluster shutdown
    Lessons

    The running cluster, not only the deployment tooling, consumed the cloud provider's API quota, and in a failure it consumed it fast enough that the quota never recovered. The default limit of 3600 requests per hour was not enough for failure and recovery scenarios, and API usage from inside the cluster was not monitored. A tool that hides the provider's API errors slows diagnosis. After a full, non-graceful shutdown, Longhorn needed manual intervention to come back, which lengthened the outage.

Check your cluster for this

These 29 cases involve Kubernetes API server and kubelet. kubegap audits a Kubernetes cluster for gaps like these, read-only, from Claude Code or Codex; its checks cite public reports like the ones in this library.

By root cause11

Dependency failure3 cases

  1. IL-0133 A storm shut down cooling at Nebius's us-central1 data center, and a disk hot-plug bug kept Managed Kubernetes control planes down for hours after power returned
    Nebius2026
  2. IL-0135 A power source switch during UPS maintenance cut power to a row of GPU servers and shut down Crusoe Cloud VMs in us-northcentral1
  3. IL-0073 Intermittent Kafka connectivity overloaded Docker daemons, set off a node rescheduling cascade and poisoned the Consul gossip mesh
    Target2019

Configuration change1 case

Organisation
  1. IL-0063 VPN outage after recreating a Redis StatefulSet restarted the whole Redis cluster without readiness checks

Capacity exhaustion12 cases

  1. IL-0100 PostHog's feature flags pods were packed onto Kubernetes nodes that were too small for their CPU requests, and CPU saturation above 90% caused three outages in ten days through Redis overload, connection pool exhaustion and slow queries
  2. IL-0080 kube-dns on Mercari's GKE clusters could not keep up with peak-hour DNS query rates, and a Sev1 production outage followed when several services failed DNS resolution
  3. IL-0170 During a Lunar New Year event, traffic more than three times normal filled the nf_conntrack table on the EKS node running the Istio ingress gateway, dropping packets and taking down Backpackr's web and app services
  4. IL-0027 All CoreDNS pods landed on one node, the node ran out of memory, and DNS for the whole service went down
  5. IL-0085 A control plane node of Magic Pages' Kubernetes cluster on Hetzner Cloud ran out of memory, the cluster's own calls then used up the Hetzner API rate limit, and all customer websites were down for about 7.5 hours
  6. IL-0169 The Scaleway Kubernetes API in FR-PAR ran out of memory under simultaneous deployments, and because it also handled node authentication, Kapsule and Kosmos nodes went NotReady
  7. IL-0093 Ingress controller pods crash-looped one after another because the leader pod had exhausted its shared memory
  8. IL-0002 CI builder pods could not get AWS IAM credentials because kubelet fell minutes behind its API rate limit
  9. IL-0037 Image registry rate-limited a whole region after a crash-looping DaemonSet with imagePullPolicy Always pulled through three NAT instances
  10. IL-0064 CPU-heavy pods packed onto one Google Cloud node drove it to kernel panics, and the crash moved from node to node until the site was down
  11. IL-0031 Kubernetes API server OOM-killed, leaving the Skipper ingress without routes; the talk points to a misconfigured CronJob manifest
  12. IL-0040 Parallel Helm installs saturated small gp2 root volumes on a kops cluster and left all three workers NotReady with the kubelet or Docker down

Breaking change in an upgrade2 cases

Organisation
  1. IL-0101 After Google forced a GKE control plane upgrade to 1.33.2 at a deprecation deadline, no new node could initialise, so autoscaling and spot node replacement stopped for 15 hours
  2. IL-0060 Kubernetes 1.24 upgrade removed the master node label that Calico route reflectors selected on, dropping all pod routes and taking Reddit down for 314 minutes
    Reddit2023

Software defect3 cases

  1. IL-0138 A failed Nvidia driver build left broken kernel packages on the only Kubernetes master node, which hit a kernel panic on reboot after a power outage and took the homelab cluster down for six days
  2. IL-0196 Adding a second Redis replica and lowering memory limits in one RedisFailover change restarted the only Redis pod that held data, and Sentinel promoted the empty new replica, erasing the data
    Palark2020
  3. IL-0003 linkerd lost Kubernetes service discovery after an etcd reconfiguration, and restarting every linkerd instance turned failed payments into a full platform outage
    Monzo2017

Hardware failure2 cases

Contributing factor
Organisation
  1. IL-0127 Llama 3 405B pre-training on 16K H100 GPUs was interrupted 419 times unexpectedly in 54 days, mostly by faulty GPUs, HBM3 memory and other hardware
    Meta2024
  2. IL-0185 A disk failure made the first control plane node of a Kubespray cluster read-only, and recovery needed the Kubespray inventory reordered and a new control plane node joined

Cloud provider outage2 cases

  1. IL-0145 A power sag and chiller failure in one Australia East availability zone took down the AKS control plane's compute and its non-zone-redundant SQL Database operation queue, blocking AKS create, update and delete operations in Australia East and Australia Southeast
  2. IL-0096 A GKE node pool pinned to the europe-west2-b zone could not scale for 6.5 hours because Google ran out of resources in that zone (ZONE_RESOURCE_POOL_EXHAUSTED)
    2i2c2022

Certificate or credential expiry1 case

Organisation
  1. IL-0113 The managed GKE control plane of Webhook Relay's main cluster failed because its API server certificates had never been rotated, and a manual credential rotation reported success without taking effect

Faulty deployment1 case

Contributing factor
  1. IL-0088 A validating admission webhook added by a new ingress controller module version made the live-1 cluster reject every new Ingress with an x509 error

DNS or network fault1 case

Organisation
  1. IL-0199 A non-essential container exceeding its memory limit made GitHub's production pods unavailable, and their restarts failed because a DNS maintenance change had left the clusters unable to reach the image registry
    GitHub2020

unknown1 case

Organisation
  1. IL-0059 Single-master Kubernetes control plane kept dying because the kubelet restarted a healthy etcd on a failing kubeadm liveness probe