Token Buckets Over Fixed Windows: The Rate Limiter Pattern That Actually Works

Most rate limiters rely on fixed-window counting, which causes cascading request surges when the window resets—a critical flaw under real traffic. Token bucket algorithms solve this by smoothing request arrival over time, allowing controlled bursts while maintaining a steady output rate that protects downstream systems from overload. Understanding this distinction is essential for engineers building APIs that safely manage traffic spikes.