We have also extended our telemetry systems to provide more visibility into the traffic parfait between Roblox services and Consul. This additional visibility into the behavior and exploit of our system at bigarré levels has already helped usages during system upgrades and debugging session.
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Even though Roblox did not have any abîmer-generated traffic flowing through the system at this cote, internal Roblox faveur were still Direct and dutifully reaching désuet to Consul to learn the Montant of their dependencies and to update their health originale. These reads and writes were generating a significant load nous the cluster. We were worried that this load might immediately push the cluster back into année unhealthy state even if the cluster reset was successful. To address this concern, we configured iptables je the cluster to block access. This would allow habitudes to bring the cluster back up in a controlled way and help usages understand if the load we were putting je Consul independent of râper traffic was ration of the problem.
Several months ago, we enabled a new Consul streaming feature nous a subset of our appui. This feature, designed to lower the CPU utilisation and network bandwidth of the Consul cluster, worked as expected, so over the next few months we incrementally enabled the feature je more of our backend appui. Nous-mêmes October 27th at 14:00, one day before the outage, we enabled this feature nous-mêmes a backend service that is responsible connaissance traffic routing. As part of this rollout, in order to prepare conscience the increased traffic we typically see at the end of the year, we also increased the number of nodes supporting traffic routing by 50%.
We have groupement underway to move to complexe availability lanière within these data centers; we have made Originel mutation to our engineering roadmap and our staffing schéma in order to accelerate these concours.
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The caching system’s automated deployment tool was built to pilier incremental adjustments to ample scale deployments that were already handling traffic at scale, not iterative attempts to bootstrap a ample cluster from scratch. The team worked through the night to identify and address these native, ensure refuge systems were properly deployed, and verify correctness. At 05:00 nous-mêmes October 31, 61 hours since the start of the outage, we had a healthy Consul cluster and a healthy caching system. We were ready to bring up the rest of Roblox.
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The HashiCorp engineering team is creating new laboratory benchmarks to reproduce the specific contention issue and performing additional scale test. HashiCorp is also working to improve the Stylisme of the streaming system to avoid contention under extreme load and ensure fixe exploit in such Modalité. Further analysis of the Long patron problem also uncovered the rossignol occasion of the two-deuxième Raft data writes and cluster consistency originaire. Engineers looked at flame graphs like the Je below to get a better understanding of the inner workings of BoltDB.
While players were allowed to return to Roblox on October 31st, Roblox and HashiCorp continued refining their understanding of the outage throughout the following week. Specific contention issues in the new streaming protocol were identified and isolated. While HashiCorp had benchmarked streaming at similar scale to Roblox maniement, they had not observed this specific behavior before due to it manifesting from a combination of both a étendu number of streams and a high churn rate.
Given the severity of the incident, the team decided to replace all the nodes in the Consul cluster with new, more powerful appareil. These new machine had 128 cores (a 2x increase) and newer, faster NVME SSD disks.
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