Clutch.co is one of the richest public directories of B2B service providers — agencies for development, marketing, design, and more, each with ratings, verified reviews, hourly rates, team size, and location. For lead generation, competitive research, or market sizing, it is a goldmine.
It is also one of the more annoying sites to scrape. If you have tried, you already know why.
Why most Clutch scrapers fail
Send a plain HTTP request to a Clutch listing page and you get back a 403 with a Cloudflare challenge — not the data. This happens on almost every request, even for robots.txt. Tools built on simple HTTP clients (requests, axios, cheerio-only actors) hit this wall and either return nothing or break intermittently.
That is the single reason most Clutch scrapers on the market are unreliable: they never actually get past the front door. You will see them "succeed" with an empty result set, which is worse than failing loudly — you think you have data, and you don't.
