Expert guide for structured logging (Pino, Winston), error tracking (Sentry), log aggregation (Axiom, Datadog), request correlation, and GDPR-compliant log management / Panduan ahli untuk logging terstruktur (Pino, Winston), pelacakan error (Sentry), agregasi log, korelasi request, dan manajemen log sesuai GDPR.
Scanned 9/6/2026
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---
name: logging-error-tracking-expert
description: "Expert guide for structured logging (Pino, Winston), error tracking (Sentry), log aggregation (Axiom, Datadog), request correlation, and GDPR-compliant log management / Panduan ahli untuk logging terstruktur (Pino, Winston), pelacakan error (Sentry), agregasi log, korelasi request, dan manajemen log sesuai GDPR."
author: "vibes-plug-swarm"
---
# Logging & Error Tracking Expert (2026 Edition)
[English](#english) | [Bahasa Indonesia](#bahasa-indonesia)
---
<a name="english"></a>
## English
### Orchestration & Integration
Connects and orchestrates with relevant domain skills like `brainstorming`, `zero-to-prod-orchestrator`, and `project-context-mapper` to ensure cohesive execution.
### Description
Production-grade guide for implementing structured logging, error tracking, and application monitoring. Covers **Pino** (high-performance JSON logging), **Sentry** SDK integration (React, Node.js, Next.js), **source map upload** for production errors, **request ID correlation** across microservices, **log aggregation** (Axiom, Datadog, Logflare), **alert rules**, **GDPR-compliant log redaction** (PII masking), and **OpenTelemetry integration**.
### Trigger Conditions
Activate this skill when:
- Setting up structured logging for Node.js/Bun backend services.
- Integrating Sentry for error tracking in React/Next.js apps.
- Implementing request ID correlation across microservices.
- Setting up log aggregation and search (Axiom, Datadog, Grafana Loki).
- Configuring alerting rules for production errors.
- Implementing GDPR-compliant log management (PII redaction).
- Setting up source map uploads for production debugging.
---
### Logging Library Selection Guide
| Library | Best For | Performance | Output Format |
|---|---|---|---|
| **Pino** | High-throughput Node.js services | ⭐⭐⭐⭐⭐ (fastest) | JSON (structured) |
| **Winston** | Enterprise, multiple transports | ⭐⭐⭐ | Configurable |
| **Bunyan** | Legacy projects | ⭐⭐⭐⭐ | JSON |
| **console.log** | Never in production | ❌ | Unstructured |
**Recommendation**: Use **Pino** for all production services (10x faster than Winston, native JSON).
---
### 1. Structured Logging with Pino
```typescript
// lib/logger.ts
import pino from 'pino';
export const logger = pino({
level: process.env.LOG_LEVEL ?? 'info',
// Redact sensitive fields (GDPR/PII)
redact: {
paths: ['req.headers.authorization', 'req.headers.cookie', '*.password', '*.token', '*.ssn', '*.creditCard'],
censor: '[REDACTED]',
},
// Standardized format
formatters: {
level: (label) => ({ level: label }),
bindings: (bindings) => ({
service: process.env.SERVICE_NAME ?? 'app',
environment: process.env.NODE_ENV,
version: process.env.APP_VERSION,
pid: bindings.pid,
hostname: bindings.hostname,
}),
},
timestamp: pino.stdTimeFunctions.isoTime,
});
// Child logger for specific domain
export const dbLogger = logger.child({ module: 'database' });
export const authLogger = logger.child({ module: 'auth' });
export const paymentLogger = logger.child({ module: 'payment' });
```
#### Log Level Strategy
```typescript
// When to use each level:
logger.fatal('Application cannot start — exiting'); // Process crash
logger.error({ err }, 'Payment processing failed'); // Failed operations (needs attention)
logger.warn('Rate limit threshold at 80%'); // Degraded state, approaching limits
logger.info({ userId, action: 'login' }, 'User logged in'); // Business events, audit trail
logger.debug({ query, params }, 'Database query executed'); // Development troubleshooting
logger.trace({ request }, 'Incoming request'); // Extreme detail (rarely enabled)
```
---
### 2. Request ID Correlation
```typescript
// middleware/request-id.ts
import { randomUUID } from 'crypto';
import { AsyncLocalStorage } from 'async_hooks';
// Async context for request correlation
export const requestContext = new AsyncLocalStorage<{ requestId: string }>();
export function requestIdMiddleware(req: Request): string {
// Use incoming header or generate new ID
const requestId = req.headers.get('x-request-id') ?? randomUUID();
// Propagate to downstream services
return requestId;
}
// Usage with Pino child logger
export function getRequestLogger() {
const ctx = requestContext.getStore();
return ctx ? logger.child({ requestId: ctx.requestId }) : logger;
}
// In API route
export async function GET(request: Request) {
const requestId = requestIdMiddleware(request);
return requestContext.run({ requestId }, async () => {
const log = getRequestLogger();
log.info('Processing request');
// All downstream log calls include requestId automatically
const result = await fetchData(log);
return Response.json(result);
});
}
```
---
### 3. Sentry Integration (Next.js)
```typescript
// sentry.client.config.ts
import * as Sentry from '@sentry/nextjs';
Sentry.init({
dsn: process.env.NEXT_PUBLIC_SENTRY_DSN,
environment: process.env.NODE_ENV,
release: process.env.SENTRY_RELEASE,
// Performance monitoring
tracesSampleRate: process.env.NODE_ENV === 'production' ? 0.1 : 1.0,
// Session replay for debugging
replaysSessionSampleRate: 0.01, // 1% of sessions
replaysOnErrorSampleRate: 1.0, // 100% of error sessions
integrations: [
Sentry.replayIntegration({ maskAllText: false, blockAllMedia: false }),
],
// Filter noise
ignoreErrors: [
'ResizeObserver loop',
'Non-Error promise rejection',
/Loading chunk \d+ failed/,
],
// Scrub PII before sending
beforeSend(event) {
if (event.user) {
delete event.user.ip_address;
delete event.user.email; // Or hash it
}
return event;
},
});
```
```typescript
// sentry.server.config.ts
import * as Sentry from '@sentry/nextjs';
Sentry.init({
dsn: process.env.SENTRY_DSN,
tracesSampleRate: 0.1,
// Capture unhandled promise rejections
integrations: [
Sentry.prismaIntegration(), // Auto-track Prisma queries
],
});
```
#### Source Map Upload (CI/CD)
```yaml
# .github/workflows/deploy.yml
- name: Upload Source Maps to Sentry
env:
SENTRY_AUTH_TOKEN: ${{ secrets.SENTRY_AUTH_TOKEN }}
SENTRY_ORG: your-org
SENTRY_PROJECT: your-project
run: |
npx @sentry/cli sourcemaps upload \
--release=${{ github.sha }} \
.next/static
```
---
### 4. Log Aggregation Setup (Axiom)
```typescript
// lib/axiom-transport.ts
import { pino } from 'pino';
// Pino transport for Axiom (or any HTTP log service)
const transport = pino.transport({
targets: [
// Console output (development)
{ target: 'pino-pretty', level: 'debug' },
// Axiom (production)
{
target: '@axiomhq/pino',
level: 'info',
options: {
dataset: process.env.AXIOM_DATASET,
token: process.env.AXIOM_TOKEN,
},
},
],
});
export const logger = pino(transport);
```
---
### 5. Alert Rules Configuration
```typescript
// Example alert conditions to configure in your monitoring tool
const ALERT_RULES = {
criticalErrors: {
condition: 'error count > 50 in 5 minutes',
severity: 'critical',
notification: ['pagerduty', 'slack'],
},
highErrorRate: {
condition: 'error rate > 5% of total requests',
severity: 'high',
notification: ['slack'],
},
slowResponses: {
condition: 'p99 response time > 3000ms for 10 minutes',
severity: 'medium',
notification: ['slack'],
},
diskSpace: {
condition: 'disk usage > 85%',
severity: 'warning',
notification: ['email'],
},
};
```
---
### 6. GDPR-Compliant Log Management
```typescript
// lib/pii-redactor.ts
/** Fields that must be redacted in logs */
const PII_PATTERNS = [
/\b\d{3}-\d{2}-\d{4}\b/g, // SSN
/\b\d{4}[\s-]?\d{4}[\s-]?\d{4}[\s-]?\d{4}\b/g, // Credit card
/\b[A-Za-z0-9._%+-]+@[A-Za-z0-9.-]+\.[A-Z|a-z]{2,}\b/g, // Email
];
export function redactPII(text: string): string {
let result = text;
for (const pattern of PII_PATTERNS) {
result = result.replace(pattern, '[REDACTED]');
}
return result;
}
// Log retention policy
const LOG_RETENTION = {
debug: '7 days',
info: '30 days',
warn: '90 days',
error: '365 days',
audit: '7 years', // Compliance requirement
};
```
---
### Common Pitfalls to Avoid
| Anti-Pattern | Problem | Correct Approach |
|---|---|---|
| `console.log` in production | Unstructured, no levels, no rotation | Use Pino with JSON output |
| Logging PII (emails, passwords) | GDPR violation, security risk | Use Pino `redact` option |
| No request correlation ID | Can't trace requests across services | Propagate `x-request-id` header |
| Logging everything at `info` level | Log noise, storage waste | Use appropriate levels (debug/info/warn/error) |
| No source maps in production errors | "Minified React error #xxx" | Upload source maps to Sentry |
| No log rotation/retention policy | Disk fills up, storage costs grow | Set TTL per level, archive old logs |
| Alerting on every error | Alert fatigue | Set meaningful thresholds and severity levels |
---
### Integration with Other Skills
- `data-telemetry-expert` — OpenTelemetry spans + log correlation
- `error-resilience-expert` — Error tracking and monitoring setup
- `js-backend-expert` — Server-side logging middleware (Fastify/Hono/Express)
- `ci-cd-devops-architect` — Source map upload in CI/CD pipeline
- `production-ready-hardener` — Pre-launch logging and monitoring audit
- `zero-trust-secret-vault` — Secure logging of secret access patterns
---
<a name="bahasa-indonesia"></a>
## Bahasa Indonesia
### Integrasi Orkestrasi
Terhubung dan mengorkestrasi skill domain yang relevan seperti `brainstorming`, `zero-to-prod-orchestrator`, dan `project-context-mapper` untuk memastikan eksekusi yang kohesif.
### Deskripsi
Panduan tingkat produksi untuk mengimplementasikan logging terstruktur, pelacakan error, dan pemantauan aplikasi. Mencakup **Pino** (logging JSON berkinerja tinggi), integrasi SDK **Sentry** (React, Node.js, Next.js), **upload source map** untuk error produksi, **korelasi request ID** lintas microservice, **agregasi log** (Axiom, Datadog, Logflare), **aturan alerting**, **redaksi log sesuai GDPR** (masking PII), dan integrasi **OpenTelemetry**.
### Kondisi Pemicu
Aktifkan skill ini ketika:
- Menyiapkan logging terstruktur untuk layanan backend Node.js/Bun.
- Mengintegrasikan Sentry untuk pelacakan error di aplikasi React/Next.js.
- Mengimplementasikan korelasi request ID lintas microservice.
- Menyiapkan agregasi dan pencarian log (Axiom, Datadog, Grafana Loki).
- Mengonfigurasi aturan alerting untuk error produksi.
- Mengimplementasikan manajemen log sesuai GDPR (redaksi PII).
### Integrasi dengan Skill Lain
- `data-telemetry-expert` — Span OpenTelemetry + korelasi log
- `error-resilience-expert` — Setup pelacakan error dan monitoring
- `js-backend-expert` — Middleware logging sisi server (Fastify/Hono/Express)
- `ci-cd-devops-architect` — Upload source map dalam pipeline CI/CD
- `production-ready-hardener` — Audit logging dan monitoring pra-peluncuran
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