Structured Logging System Design
Core Principles
- Logs are data — Every log is a queryable, structured data point
- Single source of truth — One logging configuration, used everywhere
- Context is king — Every log must be traceable to its source
- Human + Machine readable — Structured for parsing, clear for debugging
- No secrets — Never log passwords, tokens, or PII without masking
System Architecture
The Golden Rule
Configure once, use everywhere. Never instantiate loggers directly in business code.
Architecture Overview
┌─────────────────────────────────────────────────────────────────┐
│ APPLICATION LAYER │
│ ┌──────────┐ ┌──────────┐ ┌──────────┐ ┌──────────┐ │
│ │ Service A│ │ Service B│ │ Service C│ │ Handler D│ │
│ └────┬─────┘ └────┬─────┘ └────┬─────┘ └────┬─────┘ │
│ └─────────────┴──────┬──────┴─────────────┘ │
│ ▼ │
│ ┌─────────────────────────────────────────────────────────┐ │
│ │ LOGGING INFRASTRUCTURE │ │
│ │ Logger Factory | Context Provider | Formatters │ │
│ └─────────────────────────────────────────────────────────┘ │
│ ▼ │
│ ┌──────────┐ ┌──────────┐ ┌──────────┐ ┌──────────┐ │
│ │ Console │ │ File │ │ Log Agg. │ │ Alerts │ │
│ └──────────┘ └──────────┘ └──────────┘ └──────────┘ │
└─────────────────────────────────────────────────────────────────┘
Project Structure
src/
├── lib/logging/ # Centralized logging infrastructure
│ ├── index.ts # Public API exports
│ ├── logger.ts # Core logger implementation
│ ├── context.ts # Request context management
│ ├── config.ts # Configuration
│ └── types.ts # Type definitions
├── modules/
│ ├── users/user.service.ts # import { logger } from '@/lib/logging'
│ └── orders/order.service.ts
└── main.ts # Initialize logging once at startup
Anti-Patterns vs Correct Patterns
// ❌ BAD: Creating loggers everywhere
class UserService {
private logger = new Logger({ service: 'user' }); // Duplicated config
}
// ❌ BAD: Direct console in production
console.log('User created:', userId); // No structure, no context
// ✅ GOOD: Import from central location
import { logger, getContextLogger } from '@/lib/logging';
class UserService {
async createUser(data: CreateUserInput) {
const log = getContextLogger(); // Gets context automatically
log.info('Creating user', { email: data.email });
}
}
Log Record Schema
Tier 1: Essential Fields (Always Required)
| Field | Type | Description | Example | |-------|------|-------------|---------| | timestamp | ISO 8601 | When event occurred | 2025-12-16T10:30:00.123Z | | level | string | Log severity | INFO, WARN, ERROR | | message | string | Human-readable description | User login successful | | service | string | Service/application name | user-auth |
Tier 2: Tracing Fields (Distributed Systems)
| Field | Type | Description | |-------|------|-------------| | trace_id | string | Request chain identifier (32 hex) | | span_id | string | Current operation ID (16 hex) | | request_id | string | HTTP request identifier |
Tier 3: Context Fields (Debugging)
| Field | Type | Description | |-------|------|-------------| | user_id | string | User identifier (hashed if needed) | | method | string | Function/method name | | duration_ms | number | Operation duration | | error_code | string | Application error code | | error_message | string | Error description |
Tier 4: Environment Fields (Operations)
| Field | Type | Description | |-------|------|-------------| | env | string | Deployment environment | | version | string | Service version | | host | string | Server hostname | | region | string | Cloud region |
Example Log Entry
{
"timestamp": "2025-12-16T10:30:00.123Z",
"level": "INFO",
"message": "Order created",
"service": "order-service",
"trace_id": "7b2e4f1a9c3d8e5b6a1f2c3d4e5f6a7b",
"span_id": "1a2b3c4d5e6f7890",
"request_id": "req_abc123",
"user_id": "usr_456",
"duration_ms": 145
}
Log Levels
| Level | When to Use | Production | Alert | |-------|-------------|------------|-------| | DEBUG | Development diagnostics | Off | No | | INFO | Normal business operations | On | No | | WARN | Unexpected but recoverable | On | Optional | | ERROR | Failures requiring attention | On | Yes | | FATAL | Application cannot continue | On | Immediate |
Level Selection Guide
DEBUG → Variable states, cache misses, detailed flow
INFO → Business milestones: "User registered", "Order shipped"
WARN → Degraded service: "DB slow, retrying", "Rate limit at 80%"
ERROR → Failures: "Payment failed", "Query timeout after 3 retries"
FATAL → Unrecoverable: "DB connection lost", "Out of memory"
Centralized Configuration
// lib/logging/config.ts
export interface LoggingConfig {
service: string;
environment: 'development' | 'staging' | 'production';
level: 'debug' | 'info' | 'warn' | 'error' | 'fatal';
format: 'json' | 'pretty';
redactPaths?: string[]; // ['password', 'token', 'secret']
}
// lib/logging/index.ts
let initialized = false;
let globalLogger: Logger;
export function initializeLogging(config: LoggingConfig): void {
if (initialized) return;
globalLogger = createLogger(config);
initialized = true;
}
export function getLogger(): Logger {
if (!initialized) throw new Error('Call initializeLogging() at startup');
return globalLogger;
}
Library Selection
| Language | Library | Why | |----------|---------|-----| | Node.js | Pino | Fastest, native JSON | | Node.js | Winston | Most popular, flexible | | Python | structlog | Best structured logging | | Go | zerolog | Zero allocation | | Java | Logback + SLF4J | Industry standard | | Rust | tracing | Async-aware | | C#/.NET | Serilog | Structured logging pioneer |
TypeScript Implementation
A complete, copy-paste ready logging setup:
// lib/logging/types.ts
export type LogLevel = 'debug' | 'info' | 'warn' | 'error';
export interface LogEntry {
timestamp: string;
level: LogLevel;
message: string;
service: string;
trace_id?: string;
request_id?: string;
[key: string]: unknown;
}
export interface LoggingConfig {
service: string;
level: LogLevel;
pretty?: boolean;
}
// lib/logging/logger.ts
import { LogEntry, LogLevel, LoggingConfig } from './types';
const LEVELS: Record<LogLevel, number> = { debug: 0, info: 1, warn: 2, error: 3 };
class Logger {
private config: LoggingConfig;
private context: Record<string, unknown> = {};
constructor(config: LoggingConfig) {
this.config = config;
}
private shouldLog(level: LogLevel): boolean {
return LEVELS[level] >= LEVELS[this.config.level];
}
private write(level: LogLevel, message: string, data?: Record<string, unknown>) {
if (!this.shouldLog(level)) return;
const entry: LogEntry = {
timestamp: new Date().toISOString(),
level,
message,
service: this.config.service,
...this.context,
...data,
};
const output = this.config.pretty
? `[${entry.timestamp}] ${level.toUpperCase()} ${message} ${JSON.stringify(data || {})}`
: JSON.stringify(entry);
console.log(output);
}
debug(message: string, data?: Record<string, unknown>) { this.write('debug', message, data); }
info(message: string, data?: Record<string, unknown>) { this.write('info', message, data); }
warn(message: string, data?: Record<string, unknown>) { this.write('w