Cases5 cases

1 to 5 of 5

1. IL-0236 After an Istio 1.15 to 1.24 upgrade, half of Wikimedia's ML model servers returned 5XX for about a day

   Wikimedia Foundation2026

   Symptoms

   From 17:30 UTC on 23 February 2026, right after the ml-serve-codfw Kubernetes cluster was upgraded, 5XX responses appeared in the metrics of a subset of Wikimedia's machine learning model servers and alerts started to fire. About half of the running model servers were affected and stayed unreachable for roughly 24 hours.

   High error rate

   Trigger

   The two production Machine Learning Kubernetes clusters were upgraded to version 1.31, which included upgrading Istio from 1.15 to 1.24; ml-serve-codfw was done at 17:21 UTC on 23 February and ml-serve-eqiad between 08:00 and 11:00 UTC on 24 February.

   Root cause

   Breaking change in an upgrade

   Component

   IstioModel inference server

   Contributing factor

   Ignored early signal

   Detection

   Users of the affected model servers first reported the issue in the talk-to-machine-learning Slack channel. Alerts for HTTP 5XX had fired in the Machine Learning IRC channel right after the codfw upgrade, but nobody on the team noticed them.

   Remediation

   • Deployed an Istio hot patch that restored the broken functionality and fixed most of the HTTP 500 errors
   • Deployed the permanent fix to all affected clusters after verifying it on ml-staging-codfw

   Action items

   • Deliver alerts to the relevant Slack channels and watch IRC or alerts.wikimedia.org
   • Add more SLOs and fix the existing ones, whose Istio metrics changed

   Lessons

   The problem could have been caught on the staging cluster first, or by ad-hoc testing within the team after each cluster upgrade, which had been requested when the upgrades were announced. Not everyone involved knew that httpbb tests existed, and nobody on the Machine Learning team saw the alerts that fired right after the codfw upgrade. Recovery was fairly quick once users reported the problem, helped by having the right person online to find the Istio hot patch.

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2. IL-0104 After a CoreDNS pod was OOMKilled, the talk names three causes: Istio's aggressive DNS cache refresh on one reused client port, kube-proxy not cleaning up conntrack entries of terminated pods, and the 2-minute UDP conntrack timeout

   Cisco ThousandEyes2025

   Symptoms

   On 4 September 2025 a CoreDNS pod in a Cisco ThousandEyes Kubernetes cluster was OOMKilled.

   DNS resolution failuresStale endpoint routingOOMKilled

   Trigger

   A CoreDNS pod was OOMKilled.

   Root cause

   Software defect

   Component

   CoreDNSkube-proxyconntrack tableIstio

   Contributing factor

   Unreviewed defaults

   Lessons

   The closing slide sets three behaviours side by side: Istio's extremely aggressive DNS cache refresh with one client port reused for all DNS requests, kube-proxy's lack of a cleanup mechanism for stale conntrack entries of terminated pods (fixed in Kubernetes v1.32), and conntrack's default bidirectional UDP stream timeout of 2 minutes. The speaker describes Istio as making some very complex things simple but some very simple things complex, and presents Cilium, which looks up Services in maps instead of walking the KUBE-SERVICES chain and can replace kube-proxy entirely with its eBPF data path.

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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

   Backpackr2025

   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.

   Service outage

   Trigger

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

   Root cause

   Capacity exhaustion

   Component

   conntrack tableIngress controllerIstio

   Contributing factor

   Single point of failureUnreviewed defaultsMonitoring blind spot

   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.

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4. IL-0103 During an EKS node AMI update, Istio sidecars crash-looped because hundreds of pods restarting at once overloaded the external certificate authority behind istiod

   Tetrate (unnamed U.S. federal customer)2025sev1

   Symptoms

   While the customer was updating the AMIs of its Amazon EKS nodes across more than 30 clusters running Istio, sidecar-injected workloads in one cluster failed to start and showed CrashLoopBackOff.

   Container crash loopProbe failures

   Trigger

   Updating the EKS node AMIs, which started hundreds of sidecar-injected pods at the same time.

   Root cause

   Dependency failure

   Component

   IstioAdmission webhookNode operating system image

   Contributing factor

   Unreviewed defaultsUnknown limit

   Detection

   Sidecar-injected workloads in the updated cluster failed to start and showed CrashLoopBackOff; the customer raised a Severity 1 ticket and a Tetrate engineer was reviewing logs within six minutes.

   Remediation

   • scaled istiod down temporarily from 40 replicas to 1 to slow Istio's internal processes and ease the load on the CA
   • deleted the CertificateSigningRequests stuck in the Approved, Failed state
   • restarted the pods gradually in a controlled order instead of all at once

   Lessons

   When a mesh hands certificate signing to an external CA, every pod start becomes a signing request to that CA, so a mass restart such as a node image rollout can overload it. Sidecars then abort under istiod's 10-second default CA timeout even though the CSRs are eventually signed. Restarting pods in controlled batches keeps the request rate within what the CA can handle. The author's point is that diagnosing such a failure means looking at the whole service mesh ecosystem, including its external dependencies, not only Istio.

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5. IL-0180 A GKE control plane auto-upgrade from 1.22 to 1.23 removed the v1beta1 Ingress and ValidatingWebhookConfiguration APIs that Istio 1.7.4 still used, and Istio stopped working in production

   Sunwoo Park2023

   Symptoms

   On 2023-05-18 a Slack alert arrived at 20:01 and Istio stopped working properly in the production GKE cluster. The istiod error logs said that the v1beta1.Ingress and v1beta1.ValidatingWebhookConfiguration resources could not be found.

   Service outage

   Trigger

   GKE automatically upgraded the production cluster's control plane from 1.22.17-gke.7500 to 1.23.17-gke.1700 at 19:52 on 2023-05-18.

   Root cause

   Breaking change in an upgrade

   Component

   IstioGKE control planeAdmission webhook

   Contributing factor

   Deferred upgrades

   Detection

   A Slack alert at 20:01 on 2023-05-18, nine minutes after the control plane upgrade. The istiod error logs showed that the v1beta1 Ingress and ValidatingWebhookConfiguration resources could not be found.

   Remediation

   • upgraded Istio from 1.7.4 to 1.13.3

   Lessons

   The first diagnosis, end of support for Istio, was wrong; the real cause was found by matching the alert time against the cluster's UPGRADE_MASTER operations in Logs Explorer. The author recommends checking the version compatibility matrices of Kubernetes, Istio and other packages, keeping a production version for at least six months and upgrading three months before end of support, keeping the test environment on the latest version, backing up before upgrades, managing deployments and versions with a tool such as Argo CD, and testing upgrades in a test environment before production.

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