Graph
Cases2 cases
1 to 2 of 2
IL-0499Discord voice and video calls hung at Awaiting Endpoint for three hours after 17% of sessions stopped at onceDiscord2026- Symptoms
From 12:13 to 15:30 PDT on 25 March 2026, voice and video on Discord were heavily degraded. Users mostly could not start or join calls and saw "Awaiting Endpoint" in their call status.
- Trigger
A routine change to tune the sessions service cluster on Kubernetes gave each pod more CPU and memory and lowered the pod count in proportion. When it was deployed to the first zone at 12:13 PDT, Kubernetes terminated 50% of that zone's pods, and the termination grace period ran out before the sessions could be handed off.
- Root cause
- Component
- Contributing factor
- Remediation
- Set low syncer spawn rate limits in the calls, streams and guilds services and restarted the voice syncers cluster
- Restarted voice syncers instances one at a time, and four of the first five recovered fully
- Brought 15 new voice syncers instances online, doubling capacity and halving the syncers per instance
- Restarted the last backed-up voice syncers instance, leaving the doubled cluster fully healthy
- Action items
- Add a validating admission webhook that rejects a scale-down of Elixir workloads until each pod has handed off its processes
- Replace the Holster.Pool supervisor with a PartitionSupervisor so outgoing connections are created and checked out concurrently
- Move gun connection process lifecycle management into Holster.Pool so the gun connection supervisor is no longer used
- Tune the upstream rate limits that call into voice syncers, with load shedding tooling that can force them
- Add rate limits on endpoint selection in voice syncers to limit outbound connection creation
- Monitor the HTTP connection pooling mailboxes
- Review and expand instrumentation and logging for service discovery announcement and voice syncer RPCs to SFUs
- Monitor the most critical processes across all services instead of aggregate metrics such as overall mailbox health
- Bring more workloads into Kubernetes so capacity can be scaled with a single command instead of provisioning VMs by hand
- Re-architect the A/V system to scale its control plane services horizontally across multiple regions
- Lessons
Discord says a large enough traffic spike will find a bottleneck somewhere; in earlier large-load incidents its ScyllaDB databases limited recovery, and this time the bottleneck moved to the voice services. Facing a capacity constraint, the team asks whether to increase supply, such as adding services, or reduce demand, such as rate limiting inbound traffic. During an incident it matters to know the toolbox, and Elixir and the BEAM give engineers many introspection options. Any slowdown in the hot loop of a single-threaded process can degrade both the service and the user experience.
IL-0270Discord's ScyllaDB authentication cluster overloaded during an OS upgrade, and logins failed for about 50 minutesDiscord2023- Symptoms
On 6 November 2023 at 10:52 AM PST, when an upgrade script drained all connections from zone [c] of the scylla-authentication ScyllaDB cluster, Discord's availability, measured as the share of HTTP requests that return a 200-level response, fell at once to about 25%. Users could not connect, log in, read or send messages.
- Trigger
During an OS upgrade that takes one zone of a ScyllaDB cluster offline at a time, the upgrade script drained all connections from zone [c] of scylla-authentication at 10:52 AM, while one node in the just-upgraded zone [b] had a degraded NVMe Local SSD.
- Root cause
- Component
- Contributing factor
- Detection
An incident response call had already started when the first alerts fired at 10:56 AM, four minutes after the start. The time spent by downstream service graph showed the authentication service spending far more time on user requests than normal, and the authentication alerts fired moments later.
- Remediation
- Turned off sending typing events and marking messages as read to shed load from the authentication cluster
- Waited for the zone [c] RAID rebuild instead of restarting nodes, and the two zone [c] nodes came back online at 11:41 AM
- Restarted the two zone [b] nodes one at a time
- Action items
- Double the size of the scylla-authentication cluster so each node takes half as many requests
- Rebuild scylla-authentication-b-2 with new, non-degraded disks
- Build a way to detect disk degradation that is too subtle to affect overall latency but still threatens reliability
- Move upgrade operations into a more automatic control plane for the Scylla clusters that analyses cluster state, such as cache hit rate
- Increase the redundancy of the scylla-authentication cluster; the options being explored, not yet decided, are a higher replication factor or a hot-standby cluster in another region
- Lessons
Taking a whole zone out of a three-zone cluster leaves no margin, so one additional slow node in another zone was enough to overload it. For some Scylla clusters the row cache hit rate of restarted nodes must reach a safe level before the next zone goes down, and a short zonal test beforehand gave false confidence. The small but critical authentication cluster needs to be run differently from Discord's much larger Scylla clusters, with more redundancy.
These 2 cases involve Coordination and key-value store and Database. 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 cause2
Configuration change1 case
- Contributing factor
- Organisation
Capacity exhaustion1 case
- Component
- Contributing factor
- Organisation