```typescript import pino from 'pino' const logger = pino({ level: process.env.LOG_LEVEL || 'info', formatters: { level: (label) => ({ level: label }), }, }) // Structured logging logger.info({ userId: '123', action: 'login' }, 'User logged in') logger.error({ err, userId: '123' }, 'Login failed') ``` | Type | Purpose | Example | |------|---------|---------| | Metrics | Aggregated numbers | Request count, latency p95 | | Traces | Request flow | Full request pat
Scanned 9/7/2026
Install to Claude Code
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# Monitoring & Observability
## Logging Best Practices
```typescript
import pino from 'pino'
const logger = pino({
level: process.env.LOG_LEVEL || 'info',
formatters: {
level: (label) => ({ level: label }),
},
})
// Structured logging
logger.info({ userId: '123', action: 'login' }, 'User logged in')
logger.error({ err, userId: '123' }, 'Login failed')
```
## Metrics vs Traces vs Logs
| Type | Purpose | Example |
|------|---------|---------|
| Metrics | Aggregated numbers | Request count, latency p95 |
| Traces | Request flow | Full request path |
| Logs | Events | Error details |
## Alert Design
```yaml
# Alert rules
- alert: HighErrorRate
expr: sum(rate(http_requests_total{status=~"5.."}[5m])) > 0.05
for: 5m
labels:
severity: critical
annotations:
description: Error rate > 5%
```
## Checklist
- [ ] Use structured logging (JSON)
- [ ] Add request IDs for tracing
- [ ] Create key metrics (latency, error rate, throughput)
- [ ] Set up health checks
- [ ] Configure alerting thresholds
- [ ] Build dashboards
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