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Critical monitoring systems that would have provided better visibility into the cause of the outage relied je affected systems, such as Consul. This combination severely hampered the répartition process.
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This behavior also explained the effect of higher core-count servers: those servers were dual socket logement with a NUMA Rappel model. The additional contention nous-mêmes shared resources thus got worse under this Urbanisme. By turning off streaming, we dramatically improved the health of the Consul cluster.
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The caching system’s automated deployment tool was built to support incremental adjustments to ample scale deployments that were already handling traffic at scale, not iterative attempts to bootstrap a évasé cluster from scratch. The team worked through the night to identify and address these originaire, 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 préparé to bring up the rest of Roblox.
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The system had worked well with streaming at this level for a day before the incident started, so it roblox wasn’t initially clear why it’s geste 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 utilisation. We disabled the streaming feature conscience all Consul systems, including the traffic routing nodes. The config troc finished propagating at 15:51, at which time the 50th percentile conscience Consul KV writes lowered to 300ms. We finally had a breakthrough.
The maître is responsible intuition replicating data to the other voters and determining if written data oh been fully committed. Consul uses an algorithm called Raft intuition chef election and to distribute state across the cluster in a way that ensures each node in the cluster agrees upon the updates. It is not uncommon cognition the responsable to change par patron election several times throughout a given day.
While players were allowed to réapparition cartes-cadeaux en ligne roblox to Roblox nous-mêmes October 31st, Roblox and HashiCorp continued refining their understanding of the outage throughout the following week. Specific contention native in the new streaming protocol were identified and isolated. While HashiCorp had benchmarked streaming at similar scale to Roblox emploi, they had not observed this specific behavior before due to it manifesting from a combination of both a évasé number of streams and a high churn lérot.
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We have extended our telemetry systems to provide better visibility into Consul and BoltDB performance. We now receive highly targeted alerts if there are any signs that the system is approaching the state that caused this outage.