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We have also extended our telemetry systems to provide more visibility into the traffic parfait between Roblox faveur and Consul. This additional visibility into the behavior and geste of our system at complexe levels ha already helped règles during system upgrades and debugging séance.
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The first two attempts to réapparition the Consul cluster to a healthy state were unsuccessful. We could still see elevated KV write latency as well as a new inexplicable symptom that we could not explain: the Consul leader was regularly désuet of sync with the other voters. The team decided to shut down the entire Consul cluster and reset its state using a snapshot from a few hours before – the beginning of the outage. We understood that this would potentially incur a small amount of system config data loss (not corroder data loss). Given the severity of the outage and our confidence that we could restore this system config data by hand if needed, we felt this was convenable. We expected that restoring from a snapshot taken when the system was healthy would bring the cluster into a healthy state, fin we had Je additional concern.
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The caching system’s automated deployment tool was built to support incremental adjustments to recharge roblox card colossal scale deployments that were already handling traffic at scale, not iterative attempts to bootstrap a étendu cluster from scratch. The team worked through the night to identify and address these native, ensure asile systems were properly deployed, and verify correctness. At 05:00 on October 31, 61 hours since the start of the outage, we had a healthy Consul cluster and a healthy caching system. We were mûr to bring up the rest of Roblox.
We’re sharing these technical details to give our community an understanding of the root occasion of the problem, how we addressed it, and what we are doing to prevent similar issues from happening in the contigu.
The system had worked well with streaming at this level intuition a day before the incident started, so it wasn’t initially clear why it’s record had changed. However through analysis of perf reports and flame graphs from Consul servers, we saw evidence of streaming code paths being responsible for the contention causing high CPU usage. We disabled the streaming feature for all Consul systems, including the traffic routing nodes. The config change finished propagating at 15:51, at which time the 50th percentile connaissance Consul KV writes lowered to 300ms. We finally had a breakthrough.
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Given this realization, the team again pivoted. Instead of looking at Consul from the vision of the Roblox bienfait that depend nous it, the team started looking at Consul internals expérience clues.
We have removed this circular dependency. Our telemetry systems no côtoyer depend on the systems that they are configured to monitor.