Saved protection observations for Automotive. Records show the indicators associated with each site; they do not measure an industry-wide success rate or prescribe an IP class. We index 3 automotive sites; the most common protection is Cloudflare (Bot/Challenge), and 2 are rated hard. Reviewed July 2026.
| # | Site | Protection observed | Difficulty |
|---|---|---|---|
| 1 | Cars.com cars.com | Cloudflare (Bot/Challenge) | Hard target |
| 2 | Carvana carvana.com | Cloudflare (Bot/Challenge) | Hard target |
| 3 | Autotrader autotrader.com | Akamai (CDN/WAF) | Moderate |
Across 3 automotive sites in the registry, the most common protection is Cloudflare (Bot/Challenge), followed by Akamai (CDN/WAF). Each site's observed stack is listed below and on its own page.
2 of 3 have the historical Hard editorial label. These labels group recorded signals; they are not measured access success rates or evidence that a particular IP class is required.
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.
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