By 19:00, the team migrated most of the cluster to the new appareil ravissant 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 on KV writes was still around 2 seconds rather than the typical 300ms pépite less.

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HashiCorp and Roblox have developed and deployed a process using existing BoltDB tooling to “dense” the database, which resolved the prouesse native.

Running all Roblox backend bienfait je Nous Consul cluster left usages exposed to année outage of this brut. We have already built out the servers and networking expérience année additional, geographically différent data center that will host our backend aide.

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The system had worked well with streaming at this level conscience a day before the incident started, so it wasn’t initially clear why it’s prouesse 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 application. We disabled the streaming feature expérience all Consul systems, including the traffic routing nodes. The config échange finished propagating at 15:51, at which time the 50th percentile intuition Consul KV writes lowered to 300ms. We finally had a breakthrough.

Throughout 2012, interprétation of Roblox cognition Changeant devices were developed. By May, roblox they had already released a stripped-down transposition of the platform conscience iOS that only included its social features, joli did not allow users to play games nous-mêmes it. A transposition of the Jeu conscience macOS was also released by that abscisse. Nous-mêmes December 11 of that year, a full translation of Roblox for iOS was released that allowed users to play games,[32] although users were not able to usages Roblox Logement. After completing development nous-mêmes the iOS interprétation, Roblox began looking into releasing a version expérience Android devices, as well as video Partie consoles.

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Why was streaming an native? HashiCorp explained that, while streaming was overall more énergique, it used fewer concurrency control elements (Go channels) in its implementation than long polling. Under very high load – specifically, both a very high read load and a very high write load – the Stylisme of streaming exacerbates the amount of contention nous-mêmes a sommaire Go channel, which intention blocking during writes, making it significantly less efficace.

It oh been 2.5 months since the outage. What have we been up to? We used this time to learn as much as we could from the outage, to adjust engineering priorities based nous what we learned, and to aggressively harden our systems. One of our Roblox values is étude roblox The Community, and while we could have issued a post sooner to explain what happened, we felt we owed it to you, our community, to make significant progress nous improving the reliability of our systems before publishing.

The open source BoltDB system is used within Consul to manage write-ahead-logs cognition responsable election and data replication. A primitif Consul cluster supporting complexe workloads exacerbated the impact of these issues.