Most advice on fast web scraping starts with the language debate or with thread counts. Both are the wrong place to begin. A scraper that fires thousands of requests per minute but gets blocked, returns challenge pages, or produces rows that need a day of cleanup is not fast. It just fails quickly. Speed is better measured as the time between deciding you need a dataset and holding clean, usable data. Seen that way, the fastest techniques look different from the ones usually