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Benchmarks

What ruststream-nats costs on every message: throughput against the raw async-nats client, and instructions and allocations of its code.

Against a raw client​

The first chart runs each scenario three ways on a real NATS server. Raw client drives async-nats directly. Broker crate drives this crate's subscription with a loop of its own and no runtime. RustStream is the service a user writes, a #[subscriber] handler in an app. The first gap is what this crate costs over the client it wraps, and the second is what the runtime adds on top.

Each loop is a bar from its best round to its slowest, with a dot at the best round and a notch at the median. The zero of the axis is the raw client's best round, and a dot right of zero is slower. A hollow dot is a loop whose difference from the raw client is smaller than the spread of the rounds. The table under the chart prints the best round with the median in parentheses.

The two scenarios are the two models. On a Core NATS subject the server pushes each match and settles nothing. On a JetStream pull consumer the client asks for messages in batches and acknowledges each one, as Path draws.

Cost of the code​

The second chart counts what one message costs on the service's thread: instructions under callgrind and allocations under DHAT, in the steady state. Each scenario is a service on NatsBroker reading a JetStream pull consumer on the same server. The service runs on one thread, and the async-nats connection task runs there too, so the count holds the framework, this crate and the client's own work on the socket. The producer's thread is not counted. Cold start is what connecting, finding the stream, creating the consumer and taking the first message cost once.

Results​

Against a raw clientHow far each loop falls below the raw client's best round
  • Raw client
  • Broker crate
  • RustStream
  • rounds, best to slowest
  • best round
  • median round
  • spread of the rounds
  • indistinguishable

ruststream-nats 0.7.0 on ruststream 0.7.0, AMD Ryzen 9 7900X 12-Core Processor, Linux 7.2.10-x64v3-xanmod1-1, nats:2-alpine in Docker on localhost, measured 2026-10-18. How the numbers were taken

Core NATS, 512 B JSON
  • indistinguishable
  • indistinguishable
JetStream pull consumer, 512 B JSON, ack each
  • indistinguishable
  • indistinguishable
Show the numbers as a table
ScenarioRaw clientBroker crateRustStreamOverhead
Core NATS, 512 B JSON1,569,899 msg/s (1,539,255)1,471,311 msg/s (1,394,551) (indistinguishable over the client)1,489,165 msg/s (1,414,937)indistinguishable
JetStream pull consumer, 512 B JSON, ack each226,164 msg/s (218,628)220,256 msg/s (217,097) (indistinguishable over the client)220,367 msg/s (215,485)indistinguishable
Cost of the code

AMD Ryzen 9 7900X 12-Core Processor, x86_64, 427-5912 MHz, 12 physical, 24 logical, 62.4 GiB, unknown, Linux 7.2.10-x64v3-xanmod1-1, 1.99.0, 3.25.1, bench, inheriting release (opt-level = 3, lto = fat, codegen-units = 16, debug = line-tables-only), ruststream-nats default (none), ruststream macros,json. ruststream-nats 0.7.0, ruststream 0.7.0, measured 2026-10-18.

Instructions
Allocations
JetStream pull consumer, JSON decode into a small struct, ack each
8,679.9
7.1
JetStream pull consumer, reply published by NatsPublisher on Core NATS
12,165.1
11.1
JetStream fetches of 64, ack each
8,469.6
6.4
Show the numbers as a table
ScenarioInstructionsAllocationsCold start
JetStream pull consumer, JSON decode into a small struct, ack each8,679.97.1292,434 / 295
JetStream pull consumer, reply published by NatsPublisher on Core NATS12,165.111.1297,315 / 300
JetStream fetches of 64, ack each8,469.66.4316,037 / 322

The machine​

ProcessorAMD Ryzen 9 7900X 12-Core Processor
Architecturex86_64
Frequency427-5912 MHz
Cores12 physical, 24 logical
Memory62.4 GiB
Memory speedunknown
Operating systemLinux 7.2.10-x64v3-xanmod1-1
Brokernats:2-alpine in Docker on localhost
Round trip68.3 us (median of 30000 request/reply round trips on one connection)
Compiler1.99.0
Build profilebench, inheriting release (opt-level = 3, lto = fat, codegen-units = 16, debug = line-tables-only)
Featuresruststream-nats default (none), ruststream macros,json
RUSTFLAGSnone (the recipe clears RUSTFLAGS, so the numbers are not tied to this CPU)
Valgrind3.25.1

The numbers come from docs/benchmarks/results.json of this version, written by the benchmark recipe. Methodology says how they were taken, and Numbers what they allow you to conclude.