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Increasingly aggressive site-level anti-bot enforcement is an underappreciated operational shock for any strategy that sources near-real-time alternative data via scraping. Expect immediate degradation in signal frequency and completeness (missing pages, throttled endpoints) that can reduce short-horizon alpha from those signals by 20–50% within weeks as feed quality falls and sampling bias increases. The beneficiaries are vendors and infrastructure providers that sell sanctioned access or bot-mitigation services — they capture both increased demand for paid APIs and higher margins as clients trade DIY scraping for contracts. Second-order winners include CDNs and edge-security platforms that reduce latency and compliance risk; losers are standalone scraping shops, small quant boutiques, and datasets that cannot justify API development costs, which face consolidation on a 6–18 month horizon. Key catalysts that could accelerate either direction: large publishers launching commercial APIs (quickly reduces frictions and restores data quality), or regulators/terms-of-service enforcement tightening (which forces permanent migration to paid feeds). Tactical reversal can come fast if a major site explicitly grandfathered scraping or if a dominant data vendor offers volume-based, low-latency APIs — both events would restore capacity within 30–90 days and compress vendor pricing power over 6–12 months.
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