Cases7 cases

1 to 5 of 7

1. IL-0432 AutoReserve notifications silently went unsent as Memorystore for Redis 3.2 rejected writes with OOM below its limit

   Hello Inc.2026

   Symptoms

   A bug report said that some reservation notifications in the AutoReserve restaurant reservation service never arrived. Of the several kinds of notification sent as a reservation progresses, only one kind sometimes arrived and sometimes did not.

   Writes rejectedMemory pressure

   Root cause

   Capacity exhaustion

   Component

   In-memory cache

   Contributing factor

   Monitoring blind spotUnsafe failure behaviourUnverified assumption

   Detection

   A bug report from AutoReserve said that some reservation notifications were not arriving.

   Remediation

   • Scaled the Memorystore for Redis instance from 8 GiB to 16 GiB, which did not stop the write rejections
   • Upgraded Redis from 3.2 to 7.2, which removed the fragmentation and stopped the write rejections
   • Moved the notification sent status from Redis to the relational database

   Action items

   • Consider enabling active defrag if physical memory use rises above 1.3 times logical memory use

   Lessons

   The logs and the instance page metrics did not show the cause; it took looking inside Redis with INFO memory to see physical memory far above logical memory. A cache is a place for values that can be rebuilt if lost and whose writes may fail, so the sent status, which had to persist and be decided once under concurrent processing, belonged in the relational database.

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2. IL-0356 Every domain hosted on Railway returned HTTP 404 to new connections for five minutes because route lookups failed

   Railway2026

   Symptoms

   On 30 September 2026, between about 07:35 and 07:40 UTC, new connections to every domain hosted on Railway, both custom domains and *.up.railway.app domains, got HTTP 404 in all regions. Internal alerting paged the on-call team as soon as route lookups started to fail.

   Service outageDNS resolution failures

   Trigger

   At 07:29 UTC an engineer merged a change to the routing control plane that contained a database schema update and a new version of the routing service. At about 07:35 the deployment system rolled the new routing service out to every region before the schema update had been applied.

   Root cause

   Faulty deployment

   Component

   Network control plane (SDN)DatabaseCI system

   Contributing factor

   Unsafe failure behaviourNo staged rolloutExcessive blast radius

   Detection

   Internal alerting engaged the on-call response team as soon as route lookups began to fail at about 07:35 UTC.

   Remediation

   • Let the CI system finish the schema update, after which the routing service's retried lookups succeeded and routing recovered without a rollback

   Action items

   • Force the migration rollout to run in serial order and unify the deployment pipeline so deploy order and blast radius are checked before merge
   • Block the routing service's blue/green rollout until the database schema matching its version is in place
   • Add shard based rollouts per region to the distributed control plane to isolate impact

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3. IL-0380 A compaction change in InfluxDB Cloud us-east-1 dropped data from compacted files, and queries missed data for weeks

   InfluxData2026

   Symptoms

   From 9 February 2026, InfluxDB Cloud customers on the AWS us-east-1 cluster prod101-us-east-1 found that some recent data did not show up in query responses. The first support ticket about data availability came in on 9 February, the day a compaction change was deployed, and more tickets followed on 10 February.

   Data lossResponse quality degradationHigh latency

   Trigger

   On 9 February 2026 InfluxData deployed to prod101-us-east-1 a compaction change that runs several compaction jobs in parallel on one partition, each on a subset of the data chosen by org id prefix.

   Root cause

   Faulty deployment

   Component

   DatabaseDatabase backups and snapshots

   Contributing factor

   Unsafe failure behaviourMissed in reviewGap in automated testsUnrepresentative staging

   Detection

   Tickets about data availability were raised, the first on 9 February and more on 10 February, when the status page reported that some recent data was not showing up in query responses.

   Remediation

   • Rolled back the compaction change
   • Restored recent data first, rebuilt from the Kafka logs
   • Changed the restoration process to make historical data recovery more efficient
   • Restored historical data from the weekly TSM snapshots
   • Kept the cluster online and restored data incrementally so ingest and queries could continue

   Action items

   • Expand test coverage for changes to critical storage components such as the compactor, with scenarios closer to production-scale workloads
   • Strengthen safeguards around compaction so failures are detected and handled safely
   • Review restoration workflows and procedures to reduce elevated TTBR and slow queries during large restores
   • Revisit the backup and restore strategy to speed up cluster-wide restorations

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4. IL-0367 Azure Storage in Central US rejected VM disk I/O, taking down VMs and the SQL Database and Cosmos DB services on them

   Microsoft Azure2024

   Symptoms

   From 21:40 UTC on 18 July 2024, virtual machines in the Azure Central US region lost access to their disks, and the services running on those VMs failed. Azure SQL Database and SQL Managed Instance showed unhealthy nodes and login failures, Cosmos DB requests failed, and service management operations failed across many Azure services.

   Storage disconnected or stale mountsService outageHigh error rateFailover failureStale endpoint routing

   Trigger

   Routine changes to the VM host fleet led to a new allow list of VM host address ranges being generated and published to all Storage scale units in Central US. Recent network configuration changes had made some of the infrastructure file servers that hold the source data unreachable from the server generating the list, so the published list was incomplete.

   Root cause

   Configuration change

   Component

   Cloud block storageDatabaseDatabase failover manager

   Contributing factor

   Unsafe failure behaviourNo staged rolloutExcessive blast radiusMonitoring blind spot

   Detection

   Service monitoring detected the drop in VM availability at 22:06 UTC while the allow list update was being published. SQL monitoring detected unhealthy nodes and login failures within one minute of SQL becoming unavailable, and monitoring flagged the availability drop for Cosmos DB, SQL DB and SQL DB Managed Instance at 22:14 UTC.

   Remediation

   • Halted the allow list update workflow worldwide
   • Paused all deployments in the Central US region
   • Paused compute buildout deployments in all regions
   • Updated the configuration of all Storage scale units in Central US, restoring storage availability by 02:55 UTC
   • Started geo-failovers for SQL databases with automatic failover policies
   • Restarted SQL gateway nodes to refresh their caches and route connections to the right nodes
   • Forced completion of SQL failovers that had not completed
   • Failed over the Cosmos DB control plane and active-passive accounts with a write region in Central US
   • Cancelled customer-triggered graceful switch region operations that blocked Cosmos DB failovers
   • Removed locks on Cosmos DB service metadata to force-complete stuck failovers
   • Repaired impacted Cosmos DB partitions for single-region accounts
   • Repaired backend nodes and failed Cosmos DB accounts back to Central US, redoing failback where it failed

   Action items

   • Make the allow list generation workflow detect incomplete source information and halt
   • Alert on storage requests rejected by allow list checks
   • Deploy allow lists one Availability Zone and storage type at a time, over 24 hours
   • Add VM health checks and an automatic stop to the allow list deployment workflow
   • Reevaluate the policy for Microsoft-managed failover of SQL failover groups
   • Fix the Cosmos DB failback workflow that broke some MongoDB drivers for MongoDB API accounts
   • Fix Cosmos DB failback for accounts with private endpoints so it does not need redoing
   • Make the storage data-plane firewall reject invalid allow lists and keep the last-known-good state
   • Improve Azure NetApp Files monitors so impacting events are detected and classified in time
   • Monitor more Azure NetApp Files service metrics to correlate similar events faster
   • Make the SQL Service Fabric cluster location change notifications reliable under load
   • Make SQL geo-failover workflows more robust so they complete
   • Remove the issues that delayed 5% of Cosmos DB failovers
   • Migrate Azure DevOps customer metadata to the right geography
   • Decouple Azure NetApp Files regional reads and writes to keep this class of issue to one region
   • Evaluate caching to reduce Azure NetApp Files reliance on stored utilization data
   • Add automatic per-partition failover for Cosmos DB multi-region active-passive accounts
   • Build the Resilient Ephemeral OS disk improvement so VMs survive storage incidents better

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5. IL-0340 Cloudflare's 1.1.1.1 resolver returned SERVFAIL to some valid DNS queries for four hours

   Cloudflare2023

   Symptoms

   From 07:00 to 11:00 UTC on 4 October 2023, some users of Cloudflare's 1.1.1.1 DNS resolver received SERVFAIL responses to valid queries. This reached users of WARP and Zero Trust and of third-party DNS resolvers that use 1.1.1.1, and the first external reports of unexpected SERVFAILs arrived at 7:57 UTC.

   DNS resolution failuresHigh error rate

   Trigger

   On 21 September 2023, as a planned change in root zone management, a ZONEMD resource record, in effect a checksum of the zone's contents, was added to the root zone for the first time. On 4 October at 07:00 UTC the DNSSEC signatures in the last root zone copy that 1.1.1.1 had loaded expired.

   Root cause

   Software defect

   Component

   Recursive DNS resolver service

   Contributing factor

   Cache-masked failureUnsafe failure behaviourMonitoring blind spotGap in automated tests

   Detection

   External reports of unexpected SERVFAILs started coming in at 7:57 UTC, and Cloudflare declared an internal incident at 8:03 UTC. Nothing had alerted on static_zone serving a stale root zone during the two weeks before.

   Remediation

   • Deployed an override rule meant to stop 1.1.1.1 from answering with the stale root zone, which did not cover forwarded queries
   • Stopped 1.1.1.1 from preloading the root zone file entirely

   Action items

   • Add alerts for when static_zone serves a stale root zone file
   • Re-evaluate how the root zone is ingested and distributed internally so new record types are handled
   • Improve test coverage for what happens when the root zone fails to parse
   • Limit how long stale copies of the root zone can be used, following RFC 8806

   Lessons

   Cloudflare's main lesson is never to assume an input will not change. Modern systems pull in long chains of libraries that may not be ready when their input changes, so they need tests that catch regressions and components that fail gracefully on new input, and format changes in DNS and BGP should be expected to have an impact. Cloudflare also writes that with better monitoring of the stale root zone, the existing caching would have prevented any impact.

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