Anti-Bot Registry / Category

Reviews & Ratings anti-bot protection

Saved protection observations for Reviews & Ratings. 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 reviews & ratings sites; the most common protection is Cloudflare (Bot/Challenge), and 3 are rated hard. Reviewed July 2026.

3
Sites
2
Technologies
3
Hard
#SiteProtection observedDifficulty
1Capterra
capterra.com
Cloudflare (Bot/Challenge)
Hard target
2G2
g2.com
DataDomeCloudflare (Bot/Challenge)
Hard target
3Yelp
yelp.com
DataDome
Hard target

Protection used across reviews & ratings sites

Cloudflare (Bot/Challenge) 2DataDome 2

Reviews & Ratings scraping: FAQ

What bot protection do reviews & ratings sites use?

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.

How hard is it to scrape reviews & ratings sites?

3 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.

How is this measured?

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.

Collecting reviews & ratings data at scale?

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.