ingestion-pipeline-doctor-nodejs

tarafından posthog

Veri alma hattı mimarisi genel bakışı ve kural referansı. Hat çerçevesine hızlı bir giriş yapmak veya hangi doktorun… olduğunu öğrenmek istediğinizde kullanın.

npx skills add https://github.com/posthog/posthog-foss --skill ingestion-pipeline-doctor-nodejs

Pipeline Doctor

Quick reference for PostHog's ingestion pipeline framework and its convention-checking agents.

Architecture overview

The ingestion pipeline processes events through a typed, composable step chain:

Kafka message
  → messageAware()
    → parse headers/body
    → sequentially() for preprocessing
    → filterMap() to enrich context (e.g., team lookup)
    → teamAware()
      → concurrentlyPerGroup(token:distinctId) for per-entity processing
      → gather()
      → pipeChunk() for chunk operations
      → handleIngestionWarnings()
    → handleResults()
  → handleSideEffects()
  → build()

See nodejs/src/ingestion/pipelines/analytics/joined-ingestion-pipeline.ts for the real implementation.

Key file locations

WhatWhere
Step typenodejs/src/ingestion/framework/steps.ts
Result typesnodejs/src/ingestion/framework/results.ts
Doc-test chaptersnodejs/src/ingestion/framework/docs/*.test.ts
Joined pipelinenodejs/src/ingestion/pipelines/analytics/joined-ingestion-pipeline.ts
Doctor agents.claude/agents/ingestion/
Test helpersnodejs/src/ingestion/framework/docs/helpers.ts

Which agent to use

ConcernAgentWhen to use
Step structurepipeline-step-doctorFactory pattern, type extension, config injection, naming
Result handlingpipeline-result-doctorok/dlq/drop/redirect, side effects, ingestion warnings
Compositionpipeline-composition-doctorBuilder chain, concurrency, grouping, branching, retries
Testingpipeline-testing-doctorTest helpers, assertions, fake timers, doc-test style

Quick convention reference

Steps: Factory function returning a named inner function. Generic <T extends Input> for type extension. No any. Config via closure.

Results: Use ok(), dlq(), drop(), redirect() constructors. Side effects as promises in ok(value, [effects]). Warnings as third parameter.

Composition: messageAware wraps the pipeline. handleResults inside messageAware. handleSideEffects after. concurrentlyPerGroup for per-entity work. gather before chunk steps.

Batching lifecycle hooks (BatchingPipeline beforeBatch/afterBatch): enrich-only. Hooks may enrich elements and batch context but must return exactly the elements they received — a count change is a broken invariant and feed() throws. Filtering belongs in sub-pipeline steps that return drop(). An empty feed() is a no-op (no hooks, no capacity). Details: nodejs/src/ingestion/framework/docs/14-batching.test.ts.

Fan-out/fan-in (fanOut(fn).via((sub) => …).fanIn(fn)): per-element sub-work with cardinality restored — one element fans out to N sub-elements (e.g. per-blob uploads), a regular sub-pipeline processes them (maxConcurrency on the sub concurrently block, retry on the per-sub step), and fan-in folds the OK results back into the parent. Reach for it over concurrently/concurrentlyPerGroup when the unit of concurrency is smaller than the element; hand-rolled p-limit/Promise.all inside a step is the tell. Sequencing is compile-time enforced (an unclosed stage cannot build). Sub-result contract: OK collected; DROP excludes the sub silently; DLQ fails the parent with aggregated reasons; REDIRECT is excluded with a warning — sub redirects never escape the stage. Sub-pipelines are context-agnostic: team/message data goes in the sub-element value, and context-gated surface (teamAware, handleIngestionWarnings, …) is uncallable. Fan-out/fan-in functions are cheap, synchronous, and named. Parents emit unordered as they complete. Details: nodejs/src/ingestion/framework/docs/17-fan-out-fan-in.test.ts.

Testing: Step tests call factory directly. Use consumeAll()/collectChunks() helpers. Fake timers for async. Type guards for result assertions. No any.

Running all doctors

Ask Claude to "run all pipeline doctors on my recent changes" to get a comprehensive review across all 4 concern areas.

posthog tarafından daha fazla skill

managing-experiment-lifecycle
posthog
Deney durumu geçişlerini yönlendirir: başlatma, duraklatma, devam ettirme, sonlandırma, varyantları gönderme, arşivleme, sıfırlama ve çoğaltma. Ön koşulları kapsar,…
official
configuring-experiment-analytics
posthog
Configures the analytics side of a PostHog experiment — exposure criteria (default `$feature_flag_called` vs custom exposure events), primary and secondary…
official
error-tracking-hono
posthog
PostHog hata izleme, Hono için
official
error-tracking-react
posthog
PostHog hata izleme, React için
official
integration-android
posthog
PostHog entegrasyonu, Android uygulamaları için
official
integration-ruby
posthog
Herhangi bir Ruby uygulaması için Ruby SDK kullanan PostHog entegrasyonu
official
tuning-incremental-sync-config
posthog
Bir senkronizasyonun yapılandırması ExternalDataSchema üzerinde bulunur ve external-data-schemas-partial-update aracılığıyla herhangi bir zamanda değiştirilebilir. Çoğu değişiklik yıkıcı değildir (bir sonraki senkronizasyonda etkili olur), ancak birkaçı (sync_type değiştirme, birincil anahtarları değiştirme) senkronize edilmiş verilerin bozulmasını önlemek için dikkatli bir işlem gerektirir.
official
instrument-integration
posthog
PostHog SDK'sini bir uygulamaya eklemek için bu yeteneği kullanın. PostHog'u ilk kez kurarken veya PostHog başlatması gereken PR'leri incelerken kullanın. SDK kurulumu, sağlayıcı yapılandırması ve temel konfigürasyonu kapsar. Herhangi bir framework veya dili destekler.
official