Review platforms treat their review corpus as the core asset and defend it with strong bot detection, markup obfuscation, and restrictive reuse terms, while the reviews themselves are user-generated personal data. Collection typically requires provenance-verified IPs and a compliance posture that covers both platform terms and data-protection rules. We index 3 reviews & ratings sites; the most common protection is Cloudflare (Bot/Challenge), and 3 are rated hard. Reviewed July 2026.
Across 3 reviews & ratings sites in the registry, the most common protection is Cloudflare (Bot/Challenge), followed by DataDome. Each site's observed stack is listed below and on its own page.
3 of 3 are rated Hard - large-scale public-data collection there tends to need real mobile carrier IPs and careful session handling. The rest are Light or Moderate. Difficulty reflects the network layer, not a bypass method.
Each entry is derived from public HTTP response signatures observed on the site's landing response, reviewed July 2026. A technology is listed only when a canonical signal was present.
Hand a hard target to Data Works for clean, QA-checked data, or run it yourself on real 4G/5G carrier IPs from $4/GB.