KROMA SYSTEM / 01ENGINEERING DIGITAL GROWTH

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// ROUTE_TRANSITION_SYS :: BLOG/RATE LIMITING LEAKY BUCKET TOKEN BUCKET/
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// KROMA CODE BLOG :: BACKEND ARCHITECTURE

Implementing Distributed Rate Limiting with Redis Leaky Bucket Algorithms in Python

Shishir Singhβ€’ 11 min readβ€’July 11, 2026
πŸ’‘ ARTICLE EXECUTIVE SUMMARY: "Protect public API endpoints from DDoS attacks and scraping bots using distributed Redis sliding window log rate limiters with sub-millisecond execution overhead."

1. Sliding Window Log Algorithm

Sliding window rate limiters stored in Redis ZSETs accurately enforce request quotas (e.g. 100 requests per minute per IP address) without edge-of-window bursting vulnerabilities.

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Written by Shishir Singh (Founding Engineer at Kroma Code, Lucknow)
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