Scraping millions of pages daily: the real bottlenecks

A scraping platform processing millions of pages per day at 95% success reveals that fetch-and-parse code is a small part; the real challenges are queue management, retry stampedes, deduplication, and parser drift. Unbounded queues can crash brokers, while fixed backoff retries can DDoS target sites. Field-level fill rate monitoring catches silent parser failures.