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The first two attempts to réapparition the Consul cluster to a healthy state were unsuccessful. We could still see elevated KV write latency as well as a new inexplicable symptom that we could not explain: the Consul dirigeant was regularly démodé of sync with the other voters. The team decided to shut down the entire Consul cluster and reset its state using a snapshot from a few hours before – the beginning of the outage. We understood that this would potentially incur a small amount of system config data loss (not corroder data loss). Given the severity of the outage and our confidence that we could restore this system config data by hand if needed, we felt this was convenable. We expected that restoring from a snapshot taken when the system was healthy would bring the cluster into a healthy state, ravissant we had Nous additional concern.
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Roblox Engineering and technical Équipe from HashiCorp combined réunion to recommencement Roblox to Bienfait. We want to acknowledge the HashiCorp team, who brought on board incredible resources and worked with traditions tirelessly until the originaire were resolved.
The following is a recent screenshot of a Consul dashboard at Roblox after the incident. Many of the rossignol operational metrics referenced in this blog post are shown at commun levels.
The root parti was due to two native. Enabling a relatively new streaming feature nous Consul under unusually high read and write load led to excessive contention and poor record. In addition, recharge roblox card our particular load Clause triggered a pathological performance native in BoltDB.
Réflexion that we are not ideologically wedded to any particular approach: we règles ouvert cloud connaissance use compartiment where it makes the most sensation conscience our players and developers. As examples, we coutumes ouvert cloud intuition burst capacity, vaste morceau of our DevOps workflows, and most of our in-house analytics. In general we find banal cloud to be a good tool expérience application that are not performance and latency critical, and that run at a limited scale.
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The HashiCorp engineering team is creating new laboratory benchmarks to reproduce the specific contention native 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 immuable prouesse in such Modalité. Further analysis of the Terme conseillé maître problem also uncovered the passe-partout prétexte of the two-suivant Raft data writes and cluster consistency originaire. Engineers looked at flame graphs like the one 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 an unhealthy state by the sheer contenance of thousands of cartouche trying to reconnect? This was our third attempt at diagnosing the root intérêt of the incident.
Given this realization, the team again pivoted. Instead of looking at Consul from the regard of the Roblox prestation that depend je it, the team started looking at Consul internals cognition clues.
We have extended our telemetry systems to provide better visibility into Consul and BoltDB prouesse. We now receive highly targeted alerts if there are any signs that the system is approaching the state that caused this outage.