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The immediate macro effect of widespread anti-scraping friction is a re-pricing of data acquisition: scraping becomes higher-latency and higher-cost, which forces quant shops to either pay for licensed feeds or accept data quality/coverage degradation. Expect a two-tier market over 3–12 months where large funds internalize higher recurring fees (low-single-digit % of AUM) to preserve alpha, while smaller boutiques see margin compression or strategy exits. Secondary effects concentrate value into vendors who provide turnkey, contractible data and edge security — the winners capture recurring revenue and increase switching costs as clients migrate away from brittle scraping stacks. Conversely, specialist scraping/proxy intermediaries and strategies that arbitrage minute-by-minute web noise are the losers; their moat erodes as providers harden access or monetize it directly, meaning a potential wave of consolidation in the alt-data supply chain within 12–24 months. From a risk perspective, the biggest reversal catalyst is commoditization: if open-source tooling or regulatory pressure forces easier access, premium vendors could see churn and price compression quickly (3–9 months). Another tail risk is geopolitically driven data localization rules that either increase demand for local providers (benefiting regional players) or create fragmentation that undermines global marketplaces over years.
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