Web scraping pipelines with requests and BeautifulSoup

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For lightweight data collection, I prefer reliable HTML parsing over brittle browser automation. That means stable headers, polite rate limiting, retries, and explicit extraction rules. If scraping becomes core infrastructure, then I graduate it into a monitored job instead of leaving it as a notebook trick.