connectors-overview
DevelopmentEntry point and index for the Apache Iggy Connectors subsystem (`core/connectors/`). Load this first when working anywhere under `core/connectors/` - runtime, SDK, sinks, sources, or transforms. Routes to the focused per-area skills.
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Apache Iggy Connectors - Overview
Repo-wide rules (Apache headers, fmt/sort/clippy order, idiomatic Rust traits, imports at top, no cargo install, LLM-slop tells) live in AGENTS.md. This file owns connector-specific rules and routes to the per-area skills.
Contents
- STOP and ask the user before
- What sinks and sources are
- Which skill to load
- Stick to conventions
- Connector-wide rules
- Benchmark mode (per-batch timing observability)
- Logging format
- Exemplars
- Concrete efficiency patterns
- Drop accounting
- Common review smells
- File map
- Cite by symbol, not line number
STOP and ask the user before
- Bumping
iggy_connector_sdkMAJOR version or changing any FFI signature insdk/src/{sink,source}.rs- breaks every pre-built plugin.so. - Changing the runtime's wire conventions (postcard FFI payload structs, default consumer group naming, plugin path resolution).
- Modifying
runtime/src/state.rssave protocol (atomic rename + fsync ordering) - corruption risk. - Renaming or repurposing a
Schemavariant - decoders/encoders pinned to wire bytes. - Promoting a transient
Errorvariant toPermanent*or vice versa - affects retry behavior across every plugin.
What sinks and sources are
A sink is a plugin that consumes messages from Apache Iggy streams and writes them to an external system (Postgres, Elasticsearch, Iceberg, HTTP endpoint, Mongo, object store, stdout, ...). Implements iggy_connector_sdk::Sink.
A source is a plugin that produces messages from an external system into Apache Iggy streams (poll a DB table, scroll an ES index, generate random data, ...). Implements iggy_connector_sdk::Source.
Both compile as cdylib shared libraries (.so/.dylib/.dll) loaded by the connectors runtime at startup via dlopen. The runtime drives lifecycle (open/handle/consume/close), bridges Apache Iggy ⇄ plugin via a small FFI, applies optional transforms, and persists source state.
┌─ optional transforms ─┐
External ──poll──▶ SOURCE ──FFI──▶ RUNTIME ──encode──▶ Apache Iggy stream
system plugin ▲ ▲
│ │
state save (msgpack) │
│
┌─ optional transforms ─┐ │
Apache Iggy stream ──decode──▶ RUNTIME ──FFI──▶ SINK ──write──▶ External
plugin system
Headers set on the source side ride through transforms (which may modify, drop, or pass them) and arrive at the sink with BTreeMap<HeaderKey, HeaderValue> preserved deterministically.
Which skill to load
| Task | Skill |
|---|---|
| Write a new sink plugin | connector-sink |
| Write a new source plugin | connector-source |
| Add schema / decoder / encoder / SDK trait surface | connector-sdk |
| Change runtime internals (FFI, manager, state, ...) | connector-runtime |
| Add a transform (field-level or format conversion) | connector-transform |
| Write unit / integration tests for any of the above | connector-testing |
Stick to conventions
The connectors codebase is intentionally repetitive across plugins. Cross-plugin consistency makes review, LLM-assisted contribution, and onboarding tractable.
- Find the closest existing plugin by shape (DB-write ->
postgres_sink, HTTP ->http_sink, polling source ->postgres_source). - Copy its file layout, naming, log format, error mapping, test structure verbatim. Only the backend-specific code (the client call) should differ.
- Don't reinvent existing patterns. The SDK's
retry.rscovers HTTP retry + circuit breaker. Existing plugins cover batching, idempotency, header encoding, secret handling. - Don't refactor unrelated code in the same PR. Match conventions. propose convention changes separately.
Connector-wide rules
Hot loops
- Zero clone. Use
&self,&str,&[T],&Payload. ForPayload::Json,try_to_bytes(&self)serializes single-pass without cloning theOwnedValuetree. - Move-out without cloning via
std::mem::replace/std::mem::take. Vec::with_capacity(n)when building per-batch buffers. reallocation in hot path is wasted work.
Async + concurrency
async fnonly. Never.block_on()inside aSink/Sourceimpl - the runtime drives the executor.- Hold locks briefly. Pattern: lock, clone/read what's needed, drop guard, then do I/O. Never hold a
Mutexacross an external.await. - Atomic counters (
AtomicU64) preferred overMutex<u64>for hot-path metrics. - No
tokio::spawnfrom plugin code. Runtime owns lifecycle. orphans surviveclose().
Logging
tracingonly.info!for lifecycle,debug!per-batch detail,warn!recoverable,error!failures. Includeconnector ID: {self.id}and the connector name on every line.verbose: boolonSinkConfig/SourceConfig(TOML top-level). Runtime upgrades its own per-batchdebug!toinfo!when set. Plugins should mirror with averbose_logging: Option<bool>field insideplugin_config(convention:postgres_sink::PostgresSinkConfig::verbose_logging). Default both tofalse.- Never log secrets (connection strings, API keys, tokens). Redact URLs at the log site. Credential fields must use
SecretString(see below).
Secrets
Any credential-bearing field (connection strings, API keys, bearer tokens, AWS keys) must be SecretString from the secrecy crate, with the workspace serde wrapper applied so Debug and serialization both redact. Runtime exposes plugin configs over the /stats HTTP surface via serialization - plain String leaks the secret to anyone who can hit the endpoint. Plain String for a credential is a review-blocker. Pattern (from sinks/postgres_sink/src/lib.rs::PostgresSinkConfig):
use secrecy::{ExposeSecret, SecretString};
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct MyConfig {
#[serde(serialize_with = "iggy_common::serde_secret::serialize_secret")]
pub connection_string: SecretString,
}
// At call site:
let pool = PgPoolOptions::new()
.connect(self.config.connection_string.expose_secret())
.await?;
In-tree uses: sinks/{postgres,mongodb,elasticsearch,influxdb,delta}_sink, sources/{postgres,elasticsearch,influxdb}_source.
Errors
- Use
Error::PermanentHttpError/Error::SchemaMismatch/Error::CatalogCommitErrorfor non-retryable failures. Returning a transient variant for bad data trips circuit breakers and hammers the backend. - No
unwrap()/expect()on Results from external I/O outside tests.
Forward-compat config
New TOML fields use #[serde(default)] or Option<T>. Adding a field must not break existing configs.
Benchmark mode (per-batch timing observability)
Every sink and source supports an opt-in benchmark: bool flag (SinkConfig/SourceConfig, also env IGGY_CONNECTORS_<TYPE>_<KEY>_BENCHMARK=true). Two independent surfaces:
-
Tracing events (only when flag is on) - one structured
info!per batch under targetiggy_connectors::benchmarkwith per-stage microsecond timings:- Sink:
connector_type, connector_key, stream, topic, partition_id, current_offset, batch_size, processed_count, decode_us, prepare_us, ffi_us, total_us - Source:
connector_type, connector_key, stream, topic, batch_size, sent_count, decode_us, prepare_us, iggy_send_us, state_saved, state_save_us, total_us(state_save_usis 0 whenstate_savedis false - emitted as flat number + bool, not an Option, so the JSON layer keeps it numeric) - Filter live:
RUST_LOG=iggy_connectors::benchmark=info - Also emitted on startup: a one-shot
"Benchmark mode enabled for ..."info log per connector.
- Sink:
-
Prometheus histograms (always on, regardless of flag):
- Metric:
iggy_connector_stage_duration_seconds{connector_key, connector_type, stage}(both labels snake_case) stage(snake_case):decode,prepare,totalon both sides;ffi(sink only);iggy_send,state_save(source only).decodeandpreparemean the same thing on both sides - decode is schema decoding, prepare is transform + encode/serialize.- Buckets: see
runtime/src/metrics.rs::STAGE_BUCKETS_SECONDS - Example:
histogram_quantile(0.95, sum(rate(iggy_connector_stage_duration_seconds_bucket{stage="ffi"}[5m])) by (le, connector_key))
- Metric:
The flag only gates the verbose text event. the histogram observation is always on. Per-stage call path: Instant::now() + SipHash over StageLabels + parking_lot RwLock::read + HashMap probe + linear scan inside Histogram::observe. Benchmark on target hardware if you suspect the overhead matters at your batch rate.
iggy_connector_messages_filtered_total{connector_key, connector_type} counts intentional drops by transforms returning Ok(None), distinct from errors_total for unexpected drops. Both also exposed in /stats JSON (ConnectorStats.messages_filtered, .errors).
Implementation: runtime/src/benchmark.rs (text-event emitters +
as_micros), runtime/src/metrics.rs::{Stage, SinkLabels, SourceLabels, observe_stage_with_labels} (pre-built label cache avoids per-batch
String clones. &str-based wrappers are #[cfg(test)] only). Tests:
runtime/src/metrics.rs::tests::given_stage_histogram_* (unit),
core/integration/tests/connectors/runtime/benchmark.rs (integration:
text emission, env override, disabled-flag, histograms via /metrics,
JSON log format, parser unit tests).
Logging format
runtime/src/configs/runtime.rs::LoggingConfig exposes format = "text" | "json" (text default), env IGGY_CONNECTORS_LOGGING_FORMAT=json. runtime/src/log.rs::init_logging matches on (telemetry.enabled, format) to install the right fmt::layer()/fmt::layer().json() combined with the OpenTelemetry layer when telemetry is on. JSON applies to the stdout layer only - OTel export pipeline unaffected by this flag.
Exemplars
| Purpose | Plugin |
|---|---|
| Simplest sink (read first) | sinks/stdout_sink/ |
| Real-infra sink + integration tests | sinks/postgres_sink/ + integration/tests/connectors/postgres/postgres_sink.rs |
| Feature-rich sink config (validation, batch modes, retry) | sinks/http_sink/ |
| Atomic counters on hot path | sinks/mongodb_sink/ |
| Simplest source (4 canonical state tests) | sources/random_source/ |
| Real-infra source | sources/postgres_source/ + integration/tests/connectors/postgres/postgres_source.rs |
Read the relevant exemplar end-to-end before writing or modifying a connector.
Concrete efficiency patterns
Each implemented in at least one in-tree plugin or runtime path.
| Pattern | Where | When |
|---|---|---|
std::mem::replace(&mut message.payload, Payload::Raw(vec![])) | sinks/http_sink/src/lib.rs (send_individual, send_ndjson, send_json_array) | Take payload from &mut ConsumedMessage no clone |
std::mem::take(&mut batch) | runtime/src/sink.rs::consume_messages, manager/{sink,source}.rs | Drain a Vec field with one move |
std::mem::swap | sinks/http_sink (retry_delay / max_retry_delay validation) | Fix config-field ordering in new() |
Vec::with_capacity(messages.len()) | Every batching sink | Pre-size per-batch buffers |
bytes::Bytes::from(body) | sinks/{http,influxdb}_sink | Cheap ref-counted body sharing across retries |
AtomicU64 counters | sinks/mongodb_sink | Lock-free per-message metric updates |
Payload::try_to_bytes(&self) | sdk/src/lib.rs::Payload::try_to_bytes | Serialize Payload::Json no-clone |
simd_json::to_owned_value(&mut bytes) | sdk/src/decoders/json.rs::JsonStreamDecoder::decode | In-place JSON parse |
| Brief-lock fetch | sources/postgres_source/src/lib.rs::poll_tables | Lock read -> drop -> I/O -> lock write |
is_transient_error(&e) SQLSTATE mapping | sinks/postgres_sink/src/lib.rs | Driver errors -> retry vs PermanentHttpError |
Two-constructor pattern (new lenient + try_new strict + Default) | sdk/src/decoders/avro.rs::AvroStreamDecoder | Stateful decoders/encoders where schema can fail |
| Duplicate-ID FFI guard | sdk/src/sink.rs::sink_connector!, sdk/src/source.rs::source_connector! | Prevents silent data loss on reopen-without-close |
restart_guard.try_lock() | runtime/src/manager/{sink,source}.rs::restart_connector | No thundering-herd restarts |
tokio::time::timeout(..., handle).await + handle.abort() on timeout | runtime/src/manager/source.rs::stop_connector | Bounded shutdown + leak prevention |
flume::unbounded() channel | runtime/src/source.rs::spawn_source_handler / source_forwarding_loop | MPSC handoff from SDK async task to runtime loop |
tokio::sync::watch::channel(()) | sdk/src/{sink,source}.rs, runtime/src/sink.rs, runtime/src/manager/* | One-shot shutdown broadcast |
dashmap::DashMap | runtime/src/manager/sink.rs, source.rs::SOURCE_SENDERS, SDK INSTANCES | Lock-free concurrent keyed access |
secrecy::SecretString + iggy_common::serde_secret::serialize_secret | sinks/postgres_sink::PostgresSinkConfig::connection_string | Auto-redact on Debug/Display + serialization |
Drop accounting
- Filter drops (transform returning
Ok(None)) bumpmessages_filtered. - Every non-filter drop bumps
errors. Inside the per-batch loops the count is accumulated in a local and flushed once after the loop viainc_errors_by_with_labels(filters likewise viainc_messages_filtered_with_labels) - oneFamilylookup per batch, not per message. One-shot drops outside a loop callinc_errors_with_labelsdirectly. Hot-path calls always use the pre-builtSinkLabels/SourceLabelscache.&str-based wrappers onMetricsare#[cfg(test)]-only.
Common review smells
.clone()onPayload::JsonorOwnedValue- usetry_to_bytes(&self).&mut selfonSink::consumeorSource::pollimpls - won't compile, flag any creative workaround.std::sync::Mutexheld across.await- swap fortokio::sync::Mutex.- Missing
[lib] crate-type = ["cdylib", "lib"]in pluginCargo.toml. - Source plugin without the four canonical state tests (see
connector-testing). - New silent message drop without a metric increment.
- Wrapping
format!()around args passed toerror!/warn!/info!/debug!- eagerformat!allocates even when level filters the line out. Pass args directly:error!("foo: {x}")orerror!(error = %x, "foo"). - Logging a connection string, API key, or token.
- Plain
Stringfor a credential field - useSecretString. tokio::spawninside plugin code - runtime owns lifecycle.std::time::SystemTime::now()in transforms - non-deterministic, breaks tests.
File map
core/connectors/
├── README.md
├── runtime/
│ ├── src/
│ │ ├── main.rs FFI structs (SinkApi, SourceApi), plugin path resolution
│ │ ├── manager/{sink,source}.rs Lifecycle, restart_guard, status transitions
│ │ ├── configs/ Local + HTTP config providers, ConfigEnv derive
│ │ ├── {sink,source,stream,transform,state,context}.rs
│ │ ├── benchmark.rs, log.rs, metrics.rs
│ │ └── api/ HTTP control plane (/sinks, /sources, /stats, /metrics)
│ └── example_config/ Reference TOML
├── sdk/
│ └── src/
│ ├── lib.rs Sink/Source traits, Payload, Schema, Error
│ ├── {sink,source}.rs FFI containers + sink_connector!/source_connector! macros
│ ├── decoders/encoders/ Per-schema (json/raw/text/proto/flatbuffer/avro)
│ ├── transforms/ add/delete/update/filter fields, format conversions
│ └── retry.rs CircuitBreaker, HttpRetryMiddleware
├── sinks/<name>_sink/
└── sources/<name>_source/
core/integration/tests/connectors/ # Real-infra integration tests
├── fixtures/ # testcontainers-modules wrappers per backend
├── postgres/, elasticsearch/, mongodb/, iceberg/, influxdb/, quickwit/, http/, delta/
├── runtime/ # error_isolation, benchmark
└── api/ # HTTP API endpoint tests
Cite by symbol, not line number
Skills cite files by path + symbol (PostgresContainer::start in core/integration/tests/connectors/fixtures/postgres/container.rs). Line numbers go stale on the first refactor. symbol names survive. Grep the symbol if you need the exact spot.
Discussion / help: see AGENTS.md.