Smart Rate Limiting Strategies to Protect Your API Quotas
Implement effective rate limiting to prevent abuse, control costs, and ensure fair usage across your user base.
Conduit Link Team
Technical Content Writers
Smart Rate Limiting Strategies to Protect Your API Quotas
Rate limiting is your first line of defense against API abuse, unexpected costs, and service degradation. Let's explore strategies that go beyond simple request counting to create a robust protection system.
Why Rate Limiting Matters More Than Ever
With the rise of AI APIs charging per token and traditional APIs billing per request, a single abusive user or compromised key can result in thousands of dollars in unexpected charges. Rate limiting isn't just about fairness—it's about survival.
Understanding Rate Limiting Strategies
1. Fixed Window
The simplest approach: X requests per time window.
// Example: 100 requests per hour
if (requestsThisHour >= 100) {
return rateLimitError();
}
Pros: Simple to implement and understand Cons: Burst traffic at window boundaries
2. Sliding Window
A more sophisticated approach that prevents burst abuse.
// Tracks requests over a rolling time period
const requests = getRequestsInLastHour();
if (requests.length >= 100) {
return rateLimitError();
}
Pros: Smoother rate limiting, no burst issues Cons: More complex, higher memory usage
3. Token Bucket
Allows for controlled bursts while maintaining overall limits.
// Tokens replenish at a fixed rate
if (bucket.tokens > 0) {
bucket.tokens--;
processRequest();
} else {
return rateLimitError();
}
Pros: Flexible, allows short bursts Cons: Can be confusing for users
Implementing Multi-Tier Rate Limiting
Global vs. Per-User Limits
Combine both for comprehensive protection:
// Configure in Conduit Link dashboard
// Global rate limit: Applies to all requests
Rate Limit: 10000 requests
Duration: hour// Per-user rate limit: Requires JWT verification
Rate Limit per User: 100 requests
Duration: hour
JWT Verification: Enabled (uses JWT 'sub' claim)
Tiered Limits by User Type
Different limits for different user segments:
const rateLimits = {
free: { requests: 100, window: '1h' },
pro: { requests: 1000, window: '1h' },
enterprise: { requests: 10000, window: '1h' }
};function getUserLimit(userType) {
return rateLimits[userType] || rateLimits.free;
}
Advanced Protection Strategies
1. Adaptive Rate Limiting
Adjust limits based on current load:
function getAdaptiveLimit() {
const systemLoad = getCurrentSystemLoad();
const baseLimit = 1000; if (systemLoad > 0.8) {
return baseLimit * 0.5; // Reduce by 50% under high load
} else if (systemLoad < 0.3) {
return baseLimit * 1.5; // Increase by 50% under low load
}
return baseLimit;
}
2. Cost-Based Rate Limiting
For expensive operations, limit by cost rather than count:
// Track API costs instead of just requests
const costLimits = {
'gpt-4': 0.03, // $0.03 per request
'gpt-3.5': 0.002, // $0.002 per request
'embeddings': 0.0001 // $0.0001 per request
};function checkCostLimit(user, endpoint) {
const userSpending = getUserSpendingThisMonth(user);
const requestCost = costLimits[endpoint];
if (userSpending + requestCost > user.monthlyLimit) {
return rateLimitError('Monthly spending limit reached');
}
}
3. Behavioral Analysis
Detect and block suspicious patterns:
function detectAbusePatterns(userId) {
const recentRequests = getRecentRequests(userId, '5m'); // Check for suspicious patterns
if (allRequestsIdentical(recentRequests)) {
return blockUser(userId, 'Suspicious activity: identical requests');
}
if (requestsFromMultipleIPs(recentRequests) > 10) {
return blockUser(userId, 'Suspicious activity: distributed access');
}
}
Implementing with Conduit Link
Basic Configuration
Set up rate limiting in your Conduit Link dashboard:
- Global Rate Limit: Protect your API quota - Set maximum requests (e.g., 1000) - Choose duration: second, minute, or hour - Applies to all requests to your link
- Per-User Rate Limit: Fair usage across users - Enable JWT verification first - Set per-user limit (e.g., 100 requests/hour) - Uses JWT 'sub' claim to identify users
- Security Settings: - Allowed paths: Restrict to specific endpoints (e.g., /v1/chat/completions) - Allowed methods: Limit HTTP methods (GET, POST, etc.) - CORS origins: Configure allowed domains
Advanced JWT-Based Limiting
// Generate JWT with user information
const jwt = sign({
sub: userId, // Required: User ID for per-user rate limiting
email: userEmail,
tier: 'pro', // Your custom claims
exp: Math.floor(Date.now() / 1000) + (60 * 60) // 1 hour expiry
}, process.env.JWT_SECRET);// Include JWT in your API requests
fetch(https://proxy.conduit.link/${LINK_ID}/api/data
, {
headers: {
'X-Access-Token': 'cl_xxxxx',
'Authorization': Bearer ${jwt}
}
})
Handling Rate Limit Errors Gracefully
Client-Side Retry Logic
async function requestWithRetry(fn, maxRetries = 3) {
for (let i = 0; i < maxRetries; i++) {
try {
return await fn();
} catch (error) {
if (error.status === 429) {
const retryAfter = error.headers['X-RateLimit-Reset'];
const delay = calculateDelay(retryAfter, i); console.log(Rate limited. Retrying in ${delay}ms...
);
await sleep(delay);
} else {
throw error;
}
}
}
throw new Error('Max retries exceeded');
}
User-Friendly Error Messages
function formatRateLimitError(error) {
const remaining = error.headers['X-RateLimit-Remaining'];
const reset = new Date(error.headers['X-RateLimit-Reset'] * 1000); return {
message: 'You've exceeded your API limit.',
details: You have ${remaining} requests remaining. Limits reset at ${reset.toLocaleTimeString()}.
,
upgradeLink: '/pricing'
};
}
Monitoring and Analytics
Key Metrics to Track
Setting Up Alerts
// Alert when users frequently hit limits
if (user.rateLimitHits > 10 && user.tier === 'pro') {
sendAlert({
type: 'user-needs-upgrade',
user: user.id,
message: 'Pro user frequently hitting limits'
});
}// Alert on suspicious activity
if (globalRequestRate > normalRate * 3) {
sendAlert({
type: 'possible-ddos',
rate: globalRequestRate,
message: 'Abnormal request spike detected'
});
}
Best Practices
1. Start Conservative
2. Communicate Clearly
3. Plan for Growth
4. Consider User Experience
Common Pitfalls to Avoid
❌ Setting limits too high initially
❌ Ignoring time zone differences
❌ Not considering retry storms
❌ Forgetting about webhooks
❌ Hard-coding limits
Conclusion
Effective rate limiting is a balance between protection and user experience. By implementing smart strategies like tiered limits, cost-based restrictions, and behavioral analysis, you can protect your API quotas while providing a great experience for legitimate users.
With Conduit Link, these strategies are just a configuration away. Start protecting your APIs today before it's too late.
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