Rust-powered Python bindings for the Amazon Kinesis Client Library
Project description
kcl-rs
A Rust port of the Amazon Kinesis Client Library (KCL) with native Python bindings — the KCL v3 consumer framework without a JVM and without the MultiLangDaemon.
Like the Java KCL, this is the framework that turns "read from a Kinesis stream" into a production consumer fleet: it coordinates shard leases between workers through a DynamoDB table, checkpoints progress, follows resharding (parents before children), balances load across workers (KCL v3 variance-based assignment, including CPU-informed rebalancing), retrieves records via polling or enhanced fan-out, and publishes CloudWatch (or OpenTelemetry) metrics. The port is behaviorally faithful: same lease algorithms, same DynamoDB table schema, same lifecycle semantics.
Two crates in one workspace:
| Crate | What it is |
|---|---|
kcl/ |
The core library — pure Rust, tokio + aws-sdk-*. |
kcl-python/ |
PyO3 bindings, published to PyPI as kcl-rs (import name kcl_rs; the API mirrors amazon_kclpy). |
Python
Install
pip install kcl-rs
Wheels are abi3 (one wheel per platform, CPython ≥ 3.11) for Linux
(manylinux + musllinux, x86_64 + aarch64) and macOS (Apple Silicon). The
package is fully typed (PEP 561): mypy --strict works out of the box, and
your editor gets docstrings and signatures for everything.
Quick start
Subclass RecordProcessorBase, hand the class to a Scheduler, and run it.
Each processor instance owns one shard.
from kcl_rs import RecordProcessorBase, Scheduler, CheckpointError
class MyProcessor(RecordProcessorBase):
def initialize(self, initialize_input):
print(f"starting on shard {initialize_input.shard_id}")
def process_records(self, process_records_input):
for record in process_records_input.records:
handle(record.binary_data) # raw bytes, already de-aggregated
try:
process_records_input.checkpointer.checkpoint()
except CheckpointError as e:
if e.value == "ThrottlingException":
... # back off and retry
def lease_lost(self, lease_lost_input):
pass # lease taken by another worker
def shard_ended(self, shard_ended_input):
shard_ended_input.checkpointer.checkpoint() # required to complete the shard
def shutdown_requested(self, shutdown_requested_input):
shutdown_requested_input.checkpointer.checkpoint()
scheduler = Scheduler(
stream_name="my-stream",
application_name="my-app", # also the lease-table name
record_processor_factory=MyProcessor, # called once per shard
region="us-east-1",
)
scheduler.run() # blocks; Ctrl-C triggers a graceful shutdown
scheduler.start() is the non-blocking variant (the KCL runs on background
threads); call scheduler.shutdown() — from any thread — to stop either mode
gracefully.
Where to start reading the stream
Scheduler(..., initial_position="TRIM_HORIZON") # oldest available
Scheduler(..., initial_position="LATEST") # default: only new records
Scheduler(..., initial_position="AT_TIMESTAMP",
timestamp=datetime(2024, 1, 1, tzinfo=timezone.utc)) # or epoch seconds
The initial position only applies to shards without a checkpoint; a restarted application always resumes from its lease table.
Multi-stream mode
One worker can consume several streams — pass serialized stream identifiers
("accountId:streamName:creationEpoch") instead of a stream name:
Scheduler(
stream_identifiers=[
"123456789012:orders:1700000000",
"123456789012:events:1700000001",
],
application_name="my-app",
record_processor_factory=MyProcessor,
)
Retrieval mode
Fan-out (EFO SubscribeToShard) is the default, matching Java KCL 2.x/3.x.
Switch to classic polling (GetRecords) and tune its pacing with two knobs
mirroring Java PollingConfig:
Scheduler(..., retrieval_mode="POLLING",
max_records=500, idle_time_between_reads_millis=1000)
max_records/idle_time_between_reads_millis require retrieval_mode="POLLING"
and are otherwise a ValueError. Unlike the Java multilang daemon's
RetrievalMode, there is no DEFAULT auto-detect mode — pick one explicitly.
Two-phase (prepared) checkpoints
For exactly-once-style side effects across failover, durably record a pending checkpoint first, commit it after the side effect:
prepared = checkpointer.prepare_checkpoint()
write_side_effect()
prepared.checkpoint()
LocalStack
Scheduler(..., endpoint_url="http://localhost:4566",
access_key_id="test", secret_access_key="test")
There is no implicit credential fallback: either export the standard
AWS_ACCESS_KEY_ID/AWS_SECRET_ACCESS_KEY env vars (or a profile) or pass
access_key_id/secret_access_key/session_token explicitly. A runnable
end-to-end sample lives at kcl-python/samples/, and
an automated pytest e2e suite at kcl-python/tests/ —
see Python e2e tests below.
Runtime model
The Rust KCL runs on its own tokio runtime on background threads with the
GIL released — leases, retrieval, and metrics never contend with your Python
code. The GIL is acquired only for the duration of each callback. This is the
main practical difference from amazon_kclpy: no Java daemon, no
stdin/stdout protocol, one process.
Logging
Importing kcl_rs installs a default tracing subscriber so retrieval and
lifecycle failures — e.g. a GetShardIterator/GetRecords error — are visible
instead of silently dropped: WARN and above, written to stderr. Override the
level/targets with the RUST_LOG env var (e.g. RUST_LOG=kcl=debug); an
embedding application that installs its own subscriber first is respected.
Rust
The core crate is a regular Rust library (not on crates.io yet — use a git or path dependency):
[dependencies]
kcl = { git = "https://github.com/localstack/kcl-rs", package = "kcl" }
tokio = { version = "1", features = ["rt-multi-thread", "macros", "signal"] }
aws-config = "1"
aws-sdk-kinesis = "1"
aws-sdk-dynamodb = "1"
aws-sdk-cloudwatch = "1"
Implement the (synchronous) ShardRecordProcessor trait and a factory, build
the seven sub-configs with ConfigsBuilder, and drive the Scheduler. The
full runnable version of this example is
kcl/examples/single_stream.rs
(cargo run --example single_stream):
use std::sync::Arc;
use kcl::common::ConfigsBuilder;
use kcl::coordinator::Scheduler;
use kcl::lifecycle::events::{
InitializationInput, LeaseLostInput, ProcessRecordsInput, ShardEndedInput,
ShutdownRequestedInput,
};
use kcl::processor::{
ShardRecordProcessor, ShardRecordProcessorFactory, SingleStreamTracker, StreamTracker,
};
struct MyProcessor;
impl ShardRecordProcessor for MyProcessor {
fn initialize(&mut self, input: InitializationInput) {
println!("initializing on shard {:?}", input.shard_id());
}
fn process_records(&mut self, input: ProcessRecordsInput) {
for record in input.records().unwrap_or(&[]) {
println!("record pk={:?} seq={:?}", record.partition_key(), record.sequence_number());
}
if let Some(checkpointer) = input.checkpointer() {
checkpointer.checkpoint().expect("checkpoint failed");
}
}
fn lease_lost(&mut self, _input: LeaseLostInput) {}
fn shard_ended(&mut self, input: ShardEndedInput) {
// Required: completing the shard lets its children be processed.
input.checkpointer().checkpoint().expect("checkpoint at shard end failed");
}
fn shutdown_requested(&mut self, input: ShutdownRequestedInput) {
let _ = input.checkpointer().checkpoint();
}
}
struct MyFactory;
impl ShardRecordProcessorFactory for MyFactory {
fn shard_record_processor(&self) -> Box<dyn ShardRecordProcessor + Send + Sync> {
Box::new(MyProcessor)
}
}
#[tokio::main]
async fn main() -> Result<(), Box<dyn std::error::Error>> {
// Region/credentials/endpoint come from the standard AWS environment
// (AWS_PROFILE, AWS_REGION, AWS_ENDPOINT_URL, ...).
let aws = aws_config::load_defaults(aws_config::BehaviorVersion::latest()).await;
let tracker: Arc<dyn StreamTracker + Send + Sync> =
Arc::new(SingleStreamTracker::from_stream_name("my-stream"));
let configs = ConfigsBuilder::new(
tracker,
"my-app", // application name = lease table + CloudWatch namespace
aws_sdk_kinesis::Client::new(&aws),
aws_sdk_dynamodb::Client::new(&aws),
aws_sdk_cloudwatch::Client::new(&aws),
"worker-1",
Arc::new(MyFactory),
);
let scheduler = Scheduler::new(
configs.checkpoint_config(),
configs.coordinator_config(),
configs.lease_management_config(),
configs.lifecycle_config(),
configs.metrics_config(),
configs.processor_config(),
configs.retrieval_config(),
)?;
// Graceful shutdown on Ctrl-C.
let scheduler_for_signal = Arc::clone(&scheduler);
tokio::spawn(async move {
tokio::signal::ctrl_c().await.expect("ctrl-c handler");
scheduler_for_signal.shutdown().await;
});
scheduler.run().await; // blocks until shutdown completes
Ok(())
}
Things worth knowing:
- The processor callbacks are synchronous (matching Java's
voidsignatures); all AWS I/O underneath is async. Blocking briefly in a callback is fine — callbacks run on blocking-capable threads, never on a tokio worker. Scheduler::newmust be called inside a tokio runtime (collaborators capture the runtime handle) but performs no network I/O; the first I/O happens when the scheduler runs.- Each of the seven config structs has fluent setters for the knobs you'd
tune in Java (
failover_time_millis,max_records, idle times, retrieval mode — polling vs enhanced fan-out — and so on). See thecommon,leases, andretrievalmodule docs. - Everything scales the same way as Java KCL: run more worker processes with
the same
application_nameand leases redistribute automatically.
Consuming from LocalStack
Both languages honor the standard AWS environment, so no code changes:
AWS_ENDPOINT_URL=http://localhost:4566 AWS_REGION=us-east-1 \
AWS_ACCESS_KEY_ID=test AWS_SECRET_ACCESS_KEY=test \
cargo run --example single_stream
Development
cargo test -p kcl # unit suite (~1,300 tests, hermetic)
cargo test -p kcl -- --include-ignored # + integration tests (needs AWS or LocalStack)
cargo clippy --workspace --all-targets # expect zero warnings
# Python bindings (tests embed a Python interpreter):
LD_LIBRARY_PATH=$(python3 -c 'import sysconfig; print(sysconfig.get_config_var("LIBDIR"))') \
cargo test -p kcl-python
# Build the wheel:
cd kcl-python && maturin build --release
No system prerequisites beyond Rust and Python — the KPL protobuf wire format
is decoded by hand-written code (no protoc), and release builds are
size-optimized (stripped, thin LTO).
Python e2e tests
kcl-python/tests/ is an opt-in pytest suite that drives
a real Scheduler (FANOUT and POLLING) against a live Kinesis + DynamoDB
backend — the Python-side analog of the Rust #[ignore] integration tests.
It's skipped entirely unless AWS_ENDPOINT_URL is set, so it never runs by
accident. Locally, against LocalStack:
uv venv && source .venv/bin/activate
uv pip install --directory kcl-python --group dev maturin
# Run maturin from kcl-python/: `maturin develop` installs the crate's PEP 735
# dependency groups via `uv pip install --group`, resolved against the CWD's
# pyproject.toml — from the repo root (with `-m kcl-python/Cargo.toml`) the
# build works but that group install can't find a root pyproject.toml.
(cd kcl-python && maturin develop --release) # or omit --release for a faster local build
AWS_ENDPOINT_URL=http://localhost:4566 AWS_REGION=us-east-1 \
AWS_ACCESS_KEY_ID=test AWS_SECRET_ACCESS_KEY=test \
pytest kcl-python/tests/ -v
Each Scheduler cold start against LocalStack takes ~30-90s, so the suite's
poll-until-done waits are bounded by KCLRS_E2E_AWAIT_SECS (default 300s)
rather than fixed sleeps. CI runs this suite in the rust-test job.
Porting conventions, subsystem status, and the decisions log live in
PORTING.md; deliberately-skipped Java tests are documented in
TEST-PARITY.md.
License
Apache-2.0, same as the upstream Amazon Kinesis Client Library.
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