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    Fair Use In Web Scraping

    Fair use in web scraping refers to collecting publicly available data responsibly while respecting website rules, legal guidelines, and data usage limits.

    When Web Scraping Qualifies as Fair Use

    • Transformative Purpose: Using scraped text to build search indexes, conduct data analytics, or train AI models where the output does not substitute for the original work.
    • Non-Commercial Research: Gathering data for academic studies, personal insights, or public interest reporting.
    • Limited Snippets: Displaying brief excerpts or factual data points accompanied by attribution or links back to the source.

    When Web Scraping Violates Copyright or Law

    • Direct Market Substitution: Aggregating and republishing copyrighted articles or database content to serve as a direct competitor or substitute for the original site.
    • Bypassing Access Controls: Circumventing paywalls, hacking passwords, or ignoring technical barriers like authentication walls.
    • Ignoring Terms of Service & Computer Fraud (CFAA): Scraping data behind a login where you agreed to contractual terms prohibiting automated collection.
    • Scraping Personal Data (PII): Collecting identifiable user information without authorization, which violates privacy frameworks like GDPR or local data protection laws

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