Anti-bot research
Cloudflare Bot Management
The most widespread bot defense. Combines TLS fingerprinting, JS challenges and behavioural scoring. Most scraping APIs handle the standard challenge; Turnstile-protected endpoints are harder.
Vendor
Cloudflare
Observed difficulty medium
This is editorial context, not a provider performance benchmark.
Commonly encountered
indeed.com, gitlab.com, medium.com