Rate Limiting
Express (express-rate-limit)
import rateLimit from 'express-rate-limit';
import RedisStore from 'rate-limit-redis';
import { createClient } from 'redis';
const redis = createClient({ url: process.env.REDIS_URL });
// Global rate limit
const globalLimiter = rateLimit({
windowMs: 15 * 60 * 1000, // 15 minutes
limit: 100,
standardHeaders: 'draft-7',
legacyHeaders: false,
store: new RedisStore({ sendCommand: (...args) => redis.sendCommand(args) }),
message: { error: 'Too many requests, try again later' },
});
app.use(globalLimiter);
// Stricter limit on auth endpoints
const authLimiter = rateLimit({
windowMs: 15 * 60 * 1000,
limit: 5,
keyGenerator: (req) => req.body.email || req.ip, // By email, not just IP
store: new RedisStore({ sendCommand: (...args) => redis.sendCommand(args) }),
});
app.use('/api/auth/login', authLimiter);
Redis Sliding Window (custom)
async function isRateLimited(key: string, limit: number, windowSec: number): Promise<boolean> {
const now = Date.now();
const windowStart = now - windowSec * 1000;
const multi = redis.multi();
multi.zRemRangeByScore(key, 0, windowStart); // Remove old entries
multi.zAdd(key, { score: now, value: `${now}` });
multi.zCard(key); // Count in window
multi.expire(key, windowSec);
const results = await multi.exec();
const count = results![2] as number;
return count > limit;
}
// Usage
if (await isRateLimited(`rl:${userId}`, 100, 60)) {
return res.status(429).json({ error: 'Rate limit exceeded' });
}
Algorithm Comparison
| Algorithm |
Precision |
Memory |
Best For |
| Fixed window |
Low (burst at edges) |
Very low |
Simple APIs |
| Sliding window log |
High |
Medium |
Accurate limiting |
| Sliding window counter |
Medium |
Low |
Balance of accuracy & memory |
| Token bucket |
Medium |
Low |
Burst-friendly APIs |
Spring Boot (Bucket4j)
@Bean
public FilterRegistrationBean<RateLimitFilter> rateLimitFilter() {
var filter = new RateLimitFilter(
Bandwidth.classic(100, Refill.intervally(100, Duration.ofMinutes(1)))
);
var registration = new FilterRegistrationBean<>(filter);
registration.addUrlPatterns("/api/*");
return registration;
}
Response Headers
// Standard rate limit headers (RFC draft-7)
res.set({
'RateLimit-Limit': '100',
'RateLimit-Remaining': `${remaining}`,
'RateLimit-Reset': `${resetTimestamp}`,
'Retry-After': `${retryAfterSeconds}`, // On 429 responses
});
Anti-Patterns
| Anti-Pattern |
Fix |
| In-memory rate limiting in multi-server |
Use Redis-backed store |
| Rate limit by IP only |
Also limit by user ID or API key |
| No rate limit headers in response |
Send RateLimit-* headers for client awareness |
| Same limit for all endpoints |
Tighter limits on auth, webhooks, expensive ops |
| No Retry-After on 429 |
Include Retry-After header |
Production Checklist