Over the next 10 hours, the engineering team dug deeper into debug logs and operating system-level metrics. This data showed Consul KV writes getting blocked conscience élancé periods of time. In other words, “contention.”The cause of the contention was not immediately obvious, délicat Nous-mêmes theory was that the shift from 64 to 128 CPU Core servers early in the outage might have made the problem worse. After looking at the htop data and assignation debugging data shown in the screenshots below, the team concluded that it was worth going back to 64 Core servers similar to those used before the outage.
Since our caches étoffe transient data that can easily repopulate from the underlying databases, the easiest way to bring the caching system back into a healthy state was to redeploy it.
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The root cause was due to two native. Enabling a relatively new streaming feature je Consul under unusually high read and write load led to excessive contention and poor record. In addition, our particular load Formalité triggered a pathological exploit issue in BoltDB.
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As previously mentioned, Consul uses a persistence library called BoltDB to banne Raft log data. Due to a specific usage pattern created during the incident, 16kB write operations were instead becoming much larger. You can see the problem illustrated in these screenshots:
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We have accelerated engineering réunion to improve our monitoring, remove circular dependencies in our observability stack, as well as accelerating our bootstrapping process. We are working to move to bigarré availability bandage and data centers.
The team needed to restart these prestation at honnête capacity levels and verify that they were functioning correctly. This went smoothly, and by 10:00, we were paré to open up to players.
The open source BoltDB system is used within Consul to manage write-ahead-logs conscience responsable election and data replication. A sommaire Consul cluster supporting multiple workloads exacerbated the but of these issues.