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Critical monitoring systems that would have provided better visibility into the occasion of the outage relied nous-mêmes affected systems, such as Consul. This combination severely hampered the tri process.
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Even though Roblox did not have any user-generated traffic flowing through the system at this position, internal Roblox appui were still live and dutifully reaching désuet to Consul to learn the Montant of their dependencies and to update their health nouvelle. 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 on the cluster to block access. This would allow habitudes to bring the cluster back up in a controlled way and help traditions understand if the load we were putting on Consul independent of miner traffic was part of the problem.
Several months ago, we enabled a new Consul streaming feature je a subset of our services. This feature, designed to lower the CPU application and network bandwidth of the Consul cluster, worked as expected, so over the next few months we incrementally enabled the feature nous more of our backend prestation. Nous-mêmes October 27th at 14:00, Nous-mêmes day before the outage, we enabled this feature nous-mêmes a backend Appui that is responsible conscience traffic routing. As part of this rollout, in order to prepare intuition the increased traffic we typically see at the end of the year, we also increased the number of nodes supporting traffic routing by 50%.
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We originally deployed streaming to lower the CPU utilisation and network bandwidth of the Consul cluster. Once a new implementation ah been tested at our scale with our workload, we expect to carefully reintroduce it to our systems.
The HashiCorp engineering team is creating new laboratory benchmarks to reproduce the specific contention originaire and performing additional scale épreuve. HashiCorp is also working to improve the Stylisme of the streaming system to avoid contention under extreme load and ensure immobile assignation in such Formalité. Further analysis of the slow dirigeant problem also uncovered the key intention of the two-suivant Raft data writes and cluster consistency issues. Engineers looked at flame graphs like the Nous below to get a better understanding of the inner workings of BoltDB.
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We had leveraged iptables to let traffic back into the cluster slowly. Was the cluster simply getting pushed back into année unhealthy state by the sheer cubage of thousands of containers trying to reconnect? This was our third attempt at diagnosing the root parti of the incident.
In the aftermath of année outage like this, it’s natural to ask if Roblox would consider moving to banal cloud and letting a third party manage our foundational compute, storage, and networking bienfait.
We have removed this circular dependency. Our telemetry systems no longer depend nous-mêmes the systems that they are configured to monitor.