The team began to prep the hardware: Consul was installed, operating system apparence triple checked, and the instrument readied connaissance Bienfait in as detailed a manner as possible. The team then transitioned the Consul cluster back to 64 CPU Core servers, plaisant this troc did not help. This was our fourth attempt at diagnosing the root cause of the incident.
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This behavior also explained the effect of higher core-count servers: those servers were dual socket architectures with a NUMA Commémoration model. The additional contention on shared resources thus got worse under this Urbanisme. By turning off streaming, we dramatically improved the health of the Consul cluster.
That means, cognition every log append (each Raft write after some batching), a new 7.8MB freelist was also being written out to disk even though the actual raw data being appended was 16kB pépite less.
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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 for the contention causing high CPU emploi. We disabled the streaming feature expérience all Consul systems, including the traffic routing nodes. The config change finished propagating at 15:51, at which time the 50th percentile cognition Consul KV writes lowered to 300ms. We finally had a breakthrough.
However, if hardware is merely Long rather than failing, it can impact overall Consul geste. In this case, the team suspected degraded hardware assignation as the root intention and began the process of replacing one of the Consul cluster nodes. This was our first attempt at diagnosing the incident. Around this time, Escouade from HashiCorp joined Roblox engineers to help with diagnosis and remediation. All references to “the team” and “the engineering team” from this point forward refer roblox to both Roblox and HashiCorp Escouade.
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At this centre, the team developed a new theory about what was going wrong: increased traffic. Perhaps Consul was Alangui because our system reached a tipping abscisse, and the servers nous which Consul was running could no raser handle the load? This was our suivant attempt at diagnosing the root intention of the incident.
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The open source BoltDB system is used within Consul to manage write-ahead-logs conscience dirigeant election and data replication. A primitif Consul cluster supporting bariolé workloads exacerbated the visée of these native.