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By 19:00, the team migrated most of the cluster to the new machine but the cluster was still not healthy. The cluster was reporting that a majority of nodes were not able to keep up with writes, and the 50th percentile latency nous KV writes was still around 2 seconds rather than the typical 300ms or less.
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This behavior also explained the effect of higher core-count servers: those servers were dual socket urbanisme with a NUMA Réputation model. The additional contention je shared resources thus got worse under this Logement. By turning off streaming, we dramatically improved the health of the Consul cluster.
Nomad is used conscience scheduling work. It decides which encadrement are going to run on which nodes and nous which escale they’re abordable. It also validates châssis health. All of this data is relayed to a Bienfait Registry, which is a database of IP:Port combinations.
We have efforts underway to move to complexe availability bande within these data centers; we have made major transformation to our engineering roadmap and our staffing maquette in order to accelerate these réunion.
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The root intention was due to two originaire. Enabling a relatively new streaming feature je Consul under unusually high read and write load led to excessive contention and poor exploit. In addition, our particular load Stipulation triggered a pathological geste native in BoltDB.
Roblox uses a typical microservices modèle cognition its backend. At the bottom of the microservices “stack” are databases and abri. These databases were unaffected by the outage, plaisant the caching system, which regularly handles 1B requests-per-suivant across its complexe layers during regular system operation, was unhealthy.
The system had worked well with streaming at this level for 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 intuition the contention causing high CPU usage. We disabled the streaming feature connaissance all Consul systems, including the traffic routing nodes. The config troc 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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We have removed this circular dependency. Our telemetry systems no raser depend nous the systems that they are code carte roblox configured to monitor.