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Explain advanced rate limiting and distributed throttling architectures in PHP APIs.

Updated May 24, 2026

Short answer

Rate limiting protects APIs from abuse, overload, and resource exhaustion using distributed throttling algorithms.

Deep explanation

Modern APIs must defend against:

  • abusive clients
  • scraping
  • DDoS attacks
  • accidental overload
  • noisy tenants

Rate limiting ensures fair resource allocation.

Core algorithms:

  1. Fixed Window

Simple counters per interval.

Problems:

  • burst spikes near boundaries
  1. Sliding Window

Tracks rolling time intervals.

  1. Token Bucket

Tokens refill over time. Allows bursts while maintaining averages.

  1. Leaky Bucket

Smooths traffic flow.

Distributed rate limiting challenges:

  1. Shared State

Multiple API nodes require centralized coordination.

2.…

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