Incident Library
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Cases62 cases

1 to 5 of 62

  1. Symptoms

    The on-call engineer for a high-traffic service was alerted that requests were failing in large batches every 30 seconds.

    Trigger

    DEBUG level logging was on in production when traffic surged, raising log volume to about 100 times normal while the service logged synchronously.

    Root cause
    Component
    Contributing factor
    Detection

    The on-call engineer was alerted that requests were failing in large batches every 30 seconds.

    Action items
    • Replace synchronous logging with TraceAwareAsyncAppender, which captures trace_id and span_id on the calling thread and drops logs instead of blocking when the queue is full (neverBlock=true)
    • Keep the amount of log output at a sustainable level, since an asynchronous queue still fills under sustained overload
    Lessons

    Removing AsyncAppender to keep trace IDs also removed the protection that kept request threads away from stdout back-pressure. A company-wide standard applies the same side effect to dozens of services, so check what a standard rests on and what working behaviour it takes away. ThreadLocal context does not cross into an asynchronous worker, but capturing it on the calling thread before handing the event off keeps both the IDs and the asynchronous output. Under extreme load, dropping log lines is preferable to stopping request handling.

  2. Symptoms

    From 15:05 UTC on 6 August 2026 GitHub Actions workflow runs failed to start, failed partway through or stayed queued for a long time, on both GitHub-hosted and self-hosted runners. Some requests to the Actions REST API returned errors, and some customers saw unexpected rate limiting in their workflows.

    Trigger

    A routine deployment to an internal Actions service that processes events and generates Actions jobs replaced pods, and the remaining capacity became saturated.

    Root cause
    Component
    Contributing factor
    Remediation
    • Expanded capacity of the affected services
    • Throttled incoming webhook-triggered work
    • Increased processing capacity for the backlog of affected events
    • Deployed changes that stopped runners from repeatedly trying to acquire invalid jobs
    • Deployed a fix for self-hosted runners that were not picking up jobs and enabled it incrementally
    • Paused migrations with GitHub Enterprise Importer
    • Restored webhook-triggered Actions workflows to full throughput
    • Rolled back the mitigation that left some ARC runners offline, and recovered those runners by hand
    • Shared CLI and UI steps for customers to clear jobs that could not be retried or canceled
    Action items
    • Improve deployment and capacity safeguards for the affected services
    • Strengthen monitoring for the conditions that preceded the incident
    • Improve the resiliency and recovery of queued work and runner assignment
    • Add automatic recovery for self-hosted runners in upcoming Runner and ARC releases
    • Reduce the risk of cascading failures and speed up recovery during large Actions disruptions
  3. Symptoms

    At about 17:00 JST on Thursday 16 July 2026, Datadog alerted, and at almost the same time 5xx errors began to rise on the Amazon CloudFront distributions that used VPC Origins connections. Builder Work, ANDPAD's job and career service for the construction industry, became almost entirely unreachable.

    Trigger

    The Amazon CloudFront VPC Origins feature failed; AWS Health later reported a capacity constraint in an internal shared subsystem that manages connections for VPC Origins.

    Root cause
    Component
    Contributing factor
    Detection

    Datadog raised an alert, and at about the same time 5xx errors were seen rising on the CloudFront distributions that used VPC Origins.

    Remediation
    • Decided to route traffic temporarily through an internet-facing ALB without CloudFront
    • Recreated the internet-facing Ingress, attached it to the Argo Rollouts Rollout resource and promoted it
    • Created a regional WAF for the ALB with the security team
    • Created a new IngressClass with the ACM certificate, the WAF and access log settings
    • Added Ingresses for normal traffic, the admin screens and redirects, which restored routing
    Action items
    • Return to the CloudFront and VPC Origins layout while keeping a way to switch to internet-facing in code
    • Keep the internet-facing ALB, limited to approved CIDRs through spec.inboundCIDRs in IngressClassParams, so commenting out securityGroupInboundCidrs in values.yaml opens it to 0.0.0.0/0
    • Point the Terraform-managed Route53 A record back to CloudFront and keep the ALB alias commented out in code, so uncommenting and applying switches DNS to the ALB
    Lessons

    VPC Origins keeps the ALB off the internet and simplifies the traffic path, but it makes the service depend on an AWS-managed shared subsystem, and when that fails the service stops even though CloudFront is healthy. ANDPAD kept VPC Origins and instead prepared the escape route ahead of time, accepting the cost of an ALB that always runs, because recreating the Ingress and attaching it to the Rollout had taken so long during this incident.

  4. Symptoms

    An alert fired one day because an application's error rate had suddenly risen. The error log of the Aurora MySQL RDS instance for that time showed Aurora killing connections and declining queries to avoid running out of memory. The killed queries also made application latency worse.

    Trigger

    An application release added a batch job run every minute by a Kubernetes CronJob. Each run's short-lived pod connected to the database from a new pod IP.

    Root cause
    Component
    Contributing factor
    Detection

    An alert fired on the application's error rate.

    Remediation
    • Set performance_schema to manual management and capped two related Performance Schema parameters, unlimited by default, at 100 in the parameter group, then restarted the RDS instance
    Lessons

    When system alerts fire but the database's load metrics look calm, Performance Schema growth is worth suspecting. The two parameters that were capped are unlimited by default, so connections from ever-changing source addresses keep adding to the records. Capping them has a cost: once the cap is exceeded, per-host figures in Performance Insights are missing. Putting RDS Proxy between the application and Aurora MySQL to keep source hosts stable is another possible measure.

  5. Symptoms

    At 08:56 on 30 March 2026, about an hour and three quarters after the rollout of a new ingress-nginx to production began, the MoJ Cloud Platform team noticed messages in the #hmpps-auth-audit-registers Slack channel about ModSecurity unexpectedly blocking requests. Users in HMPPS also raised incidents with the MoJ service desk.

    Trigger

    The Cloud Platform team began deploying ingress-nginx 1.14.3, on images maintained by Chainguard, to the three production ingresses at 07:11 on 30 March 2026.

    Root cause
    Component
    Contributing factor
    Detection

    At 08:56 the Cloud Platform team saw messages in the #hmpps-auth-audit-registers Slack channel showing ModSecurity blocking requests unexpectedly; HMPPS users also raised incidents with the MoJ service desk.

    Remediation
    • rolled the ingress-nginx deployment back to the previous version, from 09:14 to 09:43
    • HMPPS applied ModSecurity rule exclusions for the rules blocking traffic to HMPPS Auth
    • added a temporary global exclusion for the CRS rule triggered by the PostHog cookie
    • redeployed ingress-nginx 1.14.3 with both exclusions in place, completed at 14:00
    Action items
    • Rescope the PostHog cookie so it is no longer sent with requests to all *.justice.gov.uk services
    • Remove the temporary global exclusion once the PostHog cookie has expired from enough users' browsers
    • Remind service teams to run dev and test workloads through the non-production ingress controllers so future ModSecurity and CRS updates are tested
    • Run production and non-production workloads in separate clusters in Cloud Platform 3.0, so non-production workloads must use the non-production ingress
    Lessons

    An ingress controller upgrade that bundles a web application firewall also changes which requests are allowed, not only how they are routed. A beta or non-production ingress only catches false positives for traffic that actually passes through it, and teams that keep their test workloads on the production ingress miss them. A fix on the client side, such as rescoping a cookie, takes effect only when old cookies have expired in users' browsers, so the rule change has to wait for it or ship with an exclusion.

Check your cluster for this

These 62 cases involve Database and Ingress controller. 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 cause10

Configuration change14 cases

  1. IL-0179 With DEBUG logging and synchronous log output, a high-traffic service filled the 64 KB stdout pipe, so request threads blocked in write() while holding database connections and HikariCP ran dry, failing requests in 30-second bursts
  2. IL-0200 Newly provisioned Kubernetes nodes ran an incompatible etcd version and broke cluster consensus in several GitHub production clusters, causing 5XX errors on Git operations and page loads
    GitHub2026
  3. IL-0122 An invalid value in a configuration shared by several ChatGPT services put pods into crash loops and raised error rates
    OpenAI2025
  4. IL-0005 A new telemetry service overloaded the Kubernetes API servers of large clusters and broke DNS-based service discovery for all OpenAI services
    OpenAI2024
  5. IL-0118 A global change to Kubernetes namespace labels made the networking layer recompute metadata and overwhelmed the control planes of three of OpenAI's largest GPU clusters
    OpenAI2024
  6. IL-0459 MediaWiki on Kubernetes terminated TLS with a wrong certificate after a deployment, and 1% of requests failed
  7. IL-0009 A duplicated generated name made Argo CD replace the InfluxDB Cloud production Application and delete the whole production environment
  8. IL-0461 Every rollout of Datadog's metrics query service on Kubernetes raised errors that the logs blamed on DNS
  9. IL-0208 A GitLab chart bump that renamed Kubernetes Service and Deployment ports made the GCP load balancer reconfigure, and GitLab.com slowed down and returned intermittent 50x errors
    GitLab2022
  10. IL-0442 Older pods on LIFULL's KEEL Kubernetes cluster were preempted all at once and the external error rate spiked
    LIFULL2021
  11. IL-0105 Replacing the AWS VPC CNI during a Terraform refactoring detached the ALB target groups, and every service in the Kubernetes cluster returned 503
    DFDS2021
  12. IL-0004 A new default pod priority let a new Cortex cluster preempt every production ingester in a cascade, taking Grafana Cloud Hosted Prometheus down
  13. IL-0066 Broken ConfigMap change lay dormant for weeks, then took down Pusher's edge proxy when a cluster upgrade replaced its pods
    Pusher2019
  14. IL-0035 Worker nodes went NotReady after a new ElastAlert rule without memory limits used up node memory
    NU.nl2019

Capacity exhaustion21 cases

  1. IL-0471 GitHub Actions runs failed or sat queued for 9 hours after a routine deployment's pod replacement saturated capacity
    GitHub2026
  2. IL-0435 Error rates rose as Aurora MySQL killed connections and declined queries to avoid OOM while load metrics stayed flat
  3. IL-0465 IONOS Container Registry image pushes and pulls failed with 504 Gateway Timeout
  4. 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
  5. IL-0413 LLM inference engines timed out or ran out of resources under load in about 60% of 156 severe incidents at Microsoft
  6. IL-0082 Losing one CoreDNS pod during a planned EKS node reroll overloaded the remaining CoreDNS pods, causing DNS timeouts and errors across multiple services at RebelMouse
  7. IL-0204 An etcd memory spike overloaded the control plane of a Render Frankfurt cluster, and DNS then failed because CoreDNS ran on the rebooted control plane nodes and could not start without the API server
    Render2024
  8. IL-0232 Calico pods in the codfw WikiKube cluster hit their resource limits and crash-looped, taking nodes out one by one
  9. IL-0202 A burst of queries and database writes exhausted connection pools and memory on Honeycomb's ingest hosts, and Kubernetes crash-loop back-off kept failed hosts offline so ingest capacity stayed too low to recover
  10. IL-0433 Shifting API traffic from EC2 to EKS on Fargate overloaded two CoreDNS pods and caused mass name-resolution errors
  11. IL-0500 UToronto JupyterHub logins and server starts returned 500 errors when the hub's sqlite database disk filled up
    2i2c2022
  12. IL-0140 The GKE API in us-central1 returned errors and high latency for 3 hours 19 minutes after an unexpected rise in backend traffic that client retries made worse
  13. IL-0206 Consul agents in GitLab.com's GKE pods were repeatedly OOM-killed, so the Rails pods lost database replica discovery and sent every query to the primary
    GitLab2022
  14. IL-0013 The conntrack table filled up on downsized GKE nodes and a high-traffic aggregation proxy saw climbing connection resets
  15. IL-0002 CI builder pods could not get AWS IAM credentials because kubelet fell minutes behind its API rate limit
  16. 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
  17. IL-0075 Kubernetes API servers pegged on CPU when the cluster grew to about 290 nodes, traced to Datadog agents polling the API
  18. IL-0001 Cluster-wide DNS outage after CoreDNS pods were OOM-killed again and again under a burst of DNS queries
  19. IL-0031 Kubernetes API server OOM-killed, leaving the Skipper ingress without routes; the talk points to a misconfigured CronJob manifest
  20. IL-0518 gitlab.freedesktop.org on GKE ran short of volume space and a planned 30-minute storage upgrade became a 4-hour outage
  21. IL-0468 New JupyterHub student pods stuck Pending on MaxVolumeCount after a memory limit cut with node size unchanged

Cloud provider outage5 cases

  1. IL-0438 Builder Work became almost entirely unreachable with 504 errors when the Amazon CloudFront VPC Origins feature failed
    ANDPAD2026
  2. IL-0542 Twingate authentication and authorization requests failed at higher rates after traffic moved onto a smaller GKE cluster
  3. IL-0119 ChatGPT web service pods crash-looped on failing health checks after a Cosmos DB failure, leaving too few healthy pods to serve the web layer
    OpenAI2025
  4. 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
  5. IL-0193 A GCP persistent disk degradation took down a Cassandra StatefulSet whose OrderedReady policy blocked recovery, and Metrictank could not reconnect to the recreated pods, causing a 23-hour Graphite query outage

Breaking change in an upgrade4 cases

  1. IL-0092 Upgrading ingress-nginx from 1.12.0 to 1.14.3 brought a newer ModSecurity and OWASP Core Rule Set whose false positives blocked HMPPS Auth, so users could not sign in to their applications
  2. IL-0236 After an Istio 1.15 to 1.24 upgrade, half of Wikimedia's ML model servers returned 5XX for about a day
  3. IL-0201 A framework upgrade caused kernel panics in GitHub's Kubernetes infrastructure, and GitHub.com web and API requests, mostly for issues and pull requests, failed intermittently for about 16 hours
    GitHub2025
  4. 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

Faulty deployment2 cases

  1. IL-0188 Rolling updates on EKS returned 502 errors for about 30 seconds because Kubernetes deleted old pods as soon as new pods passed readiness, before the ALB had marked the new pod targets healthy
  2. IL-0324 Three MediaWiki deployments lost Memcached after a PHP 8.1 rollout and overloaded the External Storage database cluster

Data loss or corruption1 case

Contributing factor
Organisation
  1. IL-0474 Harness Feature Flags auth returned 502s when rescheduled pods could not get an image deleted from Artifact Registry

Software defect9 cases

  1. IL-0150 A latent race condition in DynamoDB's DNS automation left an empty DNS record for dynamodb.us-east-1.amazonaws.com, and the DynamoDB and EC2 launch failures that followed caused EKS, ECS and Fargate container launch failures and cluster scaling delays in us-east-1
  2. IL-0495 HubSpot's internal load balancers on Kubernetes were falsely marked unhealthy and the rest collapsed under the traffic
  3. IL-0151 A latent defect in the AWS Lambda Frontend, set off when one us-east-1 cell scaled past a size never reached before, raised errors for Lambda and for services that depend on it, including new EKS cluster provisioning
  4. IL-0106 A malformed Traefik IngressRoute triggered a Traefik v2 bug once a node rollover restarted every Traefik pod, and all Kubernetes services returned 404
    DFDS2021
  5. IL-0032 Mutating admission controller generated broken JSON patches, silently blocking deploys for a week until a production service ran down to two pods
    Airbnb2020
  6. IL-0190 Cortex distributors kept a stuck connection to a dead etcd leader after a Kubernetes upgrade terminated its node, failing writes to Hosted Prometheus for 12 minutes
  7. IL-0012 CPU limits and an unpatched kernel CFS quota bug throttled multi-threaded services into stalls, failed health checks and timeouts
    Omio2020
  8. IL-0074 All AirMap platform services down as worker nodes went NotReady and pods crash-looped on network and DNS failures
    AirMap2018
  9. 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

Certificate or credential expiry1 case

Contributing factor
Organisation
  1. IL-0156 Revoking old certificates after a rotation left a certificate key mismatch between API endpoints and the cluster controller, and LKE cluster management and autoscaling in Atlanta returned 5xx errors
    Linode2025

DNS or network fault3 cases

  1. IL-0083 Intermittent 5xx errors in a multi-tenant Kubernetes cluster came from internal DNS: the node-local dnsmasq hit its 150 concurrent query limit, did not cache cluster.local answers, and ndots search lookups flooded CoreDNS
  2. IL-0178 On EKS, HPA scale-in returned 502 errors because containers stopped before their pod IPs left the Service endpoints, and after blue/green switches conntrack kept sending established connections to deleted pods behind an instance-mode ALB
  3. IL-0049 Partial DNS outage after CoreDNS scaled down and kube-proxy failed to delete stale conntrack entries
    Preply2020

Operator error2 cases

Organisation
  1. IL-0207 A routine task run from an engineer's local environment switched to production and deleted GitLab.com's Consul release, so Patroni lost Consul and GitLab.com returned 5xx errors to all traffic
    GitLab2022
  2. IL-0115 One of OpenAI's three production AKS clusters went offline through a human error, and rebuilding it took 10½ hours because an AKS Kubernetes upgrade broke the ingress and AKS cannot be downgraded
    OpenAI2022