API Rate Limiting Strategies for Multi-Account Web Scrapers

A practical guide to handling rate limits, token buckets, and request throttling when managing multiple accounts across web automation pipelines. If you've built any serious scraping or multi-account automation system, you've hit rate limits. And if you've hit rate limits while managing multiple accounts simultaneously, you know how quickly things spiral — one misconfigured request queue can burn through a dozen accounts before you even notice. I've spent considerable time building and debugging automation pipelines that operate across multiple accounts on the same platform. The lesson I keep coming back to: most rate limiting failures aren't caused by too many requests. They're caused by poor architecture decisions made before the first request is even sent. This article breaks down the strategies that actually work, including code patterns you can adapt immediately. Understanding What You're Actually Fighting Before writing any throttling logic, it's worth understanding how modern pl