consul/website/source/docs/guides/performance.html.md

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docs Server Performance docs-guides-performance Consul requires different amounts of compute resources, depending on cluster size and expected workload. This guide provides guidance on choosing compute resources.

Server Performance

Since Consul servers run a consensus protocol to process all write operations and are contacted on nearly all read operations, server performance is critical for overall throughput and health of a Consul cluster. Servers are generally I/O bound for writes because the underlying Raft log store performs a sync to disk every time an entry is appended. Servers are generally CPU bound for reads since reads work from a fully in-memory data store that is optimized for concurrent access.

Minimum Server Requirements

In Consul 0.7, the default server performance parameters were tuned to allow Consul to run reliably (but relatively slowly) on a server cluster of three AWS t2.micro instances. These thresholds were determined empirically using a leader instance that was under sufficient read, write, and network load to cause it to permanently be at zero CPU credits, forcing it to the baseline performance mode for that instance type. Real-world workloads typically have more bursts of activity, so this is a conservative and pessimistic tuning strategy.

This default was chosen based on feedback from users, many of whom wanted a low cost way to run small production or development clusters with low cost compute resources, at the expense of some performance in leader failure detection and leader election times.

The default performance configuration is equivalent to this:

{
  "performance": {
    "raft_multiplier": 5
  }
}

Production Server Requirements

When running Consul 0.7 and later in production, it is recommended to configure the server performance parameters back to Consul's original high-performance settings. This will let Consul servers detect a failed leader and complete leader elections much more quickly than the default configuration which extends key Raft timeouts by a factor of 5, so it can be quite slow during these events.

The high performance configuration is simple and looks like this:

{
  "performance": {
    "raft_multiplier": 1
  }
}

It's best to benchmark with a realistic workload when choosing a production server for Consul. Here are some general recommendations:

  • Consul will make use of multiple cores, and at least 2 cores are recommended.

  • For write-heavy workloads, disk speed on the servers is key for performance. Use SSDs or another fast disk technology for the best write throughput.

  • Spurious leader elections can be caused by networking issues between the servers or insufficient CPU resources. Users in cloud environments often bump their servers up to the next instance class with improved networking and CPU until leader elections stabilize, and in Consul 0.7 or later the performance parameters configuration now gives you tools to trade off performance instead of upsizing servers. You can use the consul.raft.leader.lastContact telemetry to observe how the Raft timing is performing and guide the decision to de-tune Raft performance or add more powerful servers.

  • For DNS-heavy workloads, configuring all Consul agents in a cluster with the allow_stale configuration option will allow reads to scale across all Consul servers, not just the leader. Consul 0.7 and later enables stale reads for DNS by default. See Stale Reads in the DNS Caching guide for more details. It's also good to set reasonable, non-zero DNS TTL values if your clients will respect them.

  • In other applications that perform high volumes of reads against Consul, consider using the stale consistency mode available to allow reads to scale across all the servers and not just be forwarded to the leader.

  • In Consul 0.9.3 and later, a new limits configuration is available on Consul clients to limit the RPC request rate they are allowed to make against the Consul servers. After hitting the limit, requests will start to return rate limit errors until time has passed and more requests are allowed. Configuring this across the cluster can help with enforcing a max desired application load level on the servers, and can help mitigate abusive applications.

Memory Requirements

Consul server agents operate on a working set of data comprised of key/value entries, the service catalog, prepared queries, access control lists, and sessions in memory. These data are persisted through Raft to disk in the form of a snapshot and log of changes since the previous snapshot for durability.

When planning for memory requirements, you should typically allocate enough RAM for your server agents to contain between 2 to 4 times the working set size. You can determine the working set size by noting the value of consul.runtime.alloc_bytes in the Telemetry data.

NOTE: Consul is not designed to serve as a general purpose database, and you should keep this in mind when choosing what data are populated to the key/value store.