Cases2 cases
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IL-0268AdGuard DNS resolvers in Amsterdam, Frankfurt and London overloaded and answered with timeouts and SERVFAILAdGuard DNS2025- Symptoms
Between about 15:30 and 18:00 UTC on 25 November 2025 some AdGuard DNS users saw slow or failed DNS resolution, with timeouts and SERVFAIL responses. Alerts fired for increased DNS error rates and server load, and a significant part of the traffic in several European locations, primarily Amsterdam, Frankfurt and London, had intermittent DNS failures for up to 2.5 hours.
- Trigger
A new version of AdGuard DNS, deployed on 25 November to improve how resolvers cache user data, had a bug that saved only the recently changed subset of user data into the local cache file. The first deployment failed partway on a network issue and left about half the servers on the new version; the second attempt made many resolvers start full synchronizations at once.
- Root cause
- Component
- Contributing factor
- Detection
Alerts for increased DNS error rates and server load fired during the second deployment attempt, between 15:30 and 16:00 UTC.
- Remediation
- Rolled back the buggy version on all servers
- Partially rerouted Amsterdam's traffic to other European locations
- Reduced connection concurrency and request pipeline depth in Frankfurt and London, from 5 to 1 in Frankfurt
- Adjusted limits to the actual hardware capacity
- Repaired corrupted cache files and user data snapshots to stop further full synchronizations
- Normalised the traffic distribution once the rollback was complete
- Action items
- Add automated tests that the full user dataset is correctly written to and restored from the local cache file, including detection of empty or truncated caches
- Add integration tests that simulate resolver startup with an empty or corrupted cache under realistic load
- Standardize server hardware profiles per location, or keep separate configurations per hardware class
- Review and adjust connlimit, cache sizes and connection limits for each standard node type
- Reevaluate and lower pipelining depth where needed
- Reevaluate how connections and goroutines are limited so resource use stays bounded with decent throughput after a connection break
- Monitor Go heap size, GC time, GC cycles per second and per-cluster request latency distributions
- Alert on sustained increases in SERVFAIL rate and request duration while upstreams are healthy
- Refine DNS resolver deployment and rollback procedures to avoid simultaneous cache invalidation across a large part of the fleet
- Document and rehearse playbooks for adjusting pipeline depth, connection limits and connlimit during live incidents
- Lessons
How nodes behaved depended on the interaction between available RAM, Go's garbage collector and the connlimit setting. On 64-GiB nodes a high limit let the heap grow large under heavy concurrency and pipelining, and the garbage collector then spent more and more CPU, a known worst case for high-memory applications in which memory is not exhausted but latency rises and throughput falls. On 32-GiB nodes the same configuration reached practical memory limits sooner because it had not been scaled down. Together with high pipelining and client retries, GC pressure, connection saturation and retries formed a feedback loop.
IL-0360DNS queries to bunny.net timed out after a failed routing update took two of four nameserver clusters offlinebunny.net2021- Symptoms
On 26 May 2021, after routine maintenance at about 20:40 UTC, bunny.net saw an abnormal level of load on one of its DNS clusters, NS cluster 1, and DNS queries started to time out. About 10% of traffic was affected for roughly 30 minutes, although bunny.net runs three independent anycast networks. The timeouts made resolvers send even more queries, and that extra load gradually overloaded one of the nameserver clusters.
- Trigger
During the maintenance, bunny.net deployed a routing update to its DNS system meant to improve performance and reliability, and an issue with a different system made the update deploy incorrectly.
- Root cause
- Component
- Contributing factor
- Detection
bunny.net detected an abnormal level of load on one of its DNS clusters after the maintenance.
- Action items
- Add quality control and monitoring steps so a failed DNS routing update does not happen again
- Install additional capacity in all nameserver clusters so that each one can handle the full load
- Work with the team so the human error behind the incident does not happen again
These 2 cases involve Authoritative DNS servers and records and Language runtime settings. 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 cause1
Faulty deployment2 cases
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