Clutch Reviews Scraper

Scrape verified client reviews from any Clutch.co agency profile — overall and breakdown ratings, reviewer details, project metadata, and full written feedback — as clean, structured JSON.

What it does

Give it one or more Clutch.co profile URLs (or bare slugs) and it returns one record per client review, paginating each profile to collect its full review history. For every review you get the star rating, the four Clutch breakdown scores (Quality, Schedule, Cost, Willingness to Refer), who left it (role, company size, industry, location), the project (budget range, length, services), and the complete Q&A feedback (Background, Challenge, Solution, Results).

It clears Clutch's Cloudflare protection automatically using a fingerprinted headless browser — no cookies, logins, or API keys required.

When to use it

• Agency reputation analysis — pull every review for your own or a competitor's Clutch profile.
• Competitive intelligence — compare breakdown scores and client feedback across rival agencies.
• Vendor due diligence — read structured client outcomes before hiring an agency.
• Sentiment & theme mining — feed the feedback text into an LLM to extract strengths, weaknesses, and recurring themes.
• AI-agent workflows (MCP) — call this actor directly from Claude, ChatGPT, or any MCP client to fetch review data on demand.

Not for Clutch company listings (the directory of agencies by category) — use the separate clutch-scraper actor for that. This actor is review-focused: it expects a profile, not a category or search page.

Input

Field	Type	Description
profileUrls	array (required)	Clutch profile URLs or slugs, e.g. https://clutch.co/profile/wedowebapps or just wedowebapps.
maxReviews	integer	Max total reviews to collect across all profiles. Default 100. Hard cost cap.
maxConcurrency	integer	Profiles loaded in parallel. Default 2. Keep 1–3 for reliability.

Example:

{
  "profileUrls": [
    "https://clutch.co/profile/wedowebapps",
    "fireart-studio"
  ],
  "maxReviews": 100,
  "maxConcurrency": 2
}

Output

One dataset item per review:

Field	Description
agency_name, agency_slug, profile_url	Which agency the review is for
review_title / project_summary	The project the review covers
overall_rating	Overall star rating (0–5)
quality_rating, schedule_rating, cost_rating, willing_to_refer_rating	Clutch breakdown scores
reviewer_name, reviewer_position	Reviewer identity (often anonymized to a role)
reviewer_company, reviewer_company_size, reviewer_industry, reviewer_location	The client organization
project_budget, project_length, services_provided	Engagement details
feedback_background, feedback_challenge, feedback_solution, feedback_results	Full Q&A interview answers
review_date, is_verified	Posted date and Clutch verification flag
scraped_at, source_url	Run metadata

Empty fields are omitted from each record (never written as null).

Example record:

{
  "agency_name": "WEDOWEBAPPS",
  "profile_url": "https://clutch.co/profile/wedowebapps",
  "review_title": "IT Staff Augmentation for Tech Company",
  "overall_rating": 5,
  "quality_rating": 4.5,
  "schedule_rating": 4.5,
  "cost_rating": 5,
  "willing_to_refer_rating": 5,
  "reviewer_position": "Founder, Tech Company",
  "reviewer_company_size": "1-10 Employees",
  "reviewer_industry": "Other industries",
  "reviewer_location": "Lagos, Nigeria",
  "project_budget": "$50,000 to $199,999",
  "project_length": "May 2020 - Ongoing",
  "services_provided": "IT Staff Augmentation",
  "feedback_results": "I've already recommended WEDOWEBAPPS to a few of my friends...",
  "review_date": "May 3, 2024",
  "is_verified": true
}

Pricing

Pay-per-event:

• Actor start — $0.00005 per run (scaled by memory).
• Review scraped — $0.004 per review returned.

A run that collects 100 reviews costs roughly $0.40. The maxReviews input is a hard cap, so your cost is predictable and bounded before the run starts.

How it works

• A fingerprinted headless Chrome instance (Crawlee PlaywrightCrawler) loads each profile and waits out the Cloudflare challenge.
• Reviews are parsed directly from Clutch's rendered markup using resilient, multi-fallback selectors.
• Each profile is paginated (?page=N) until no more reviews are found or maxReviews is reached.
• Results are pushed as they're found, deduplicated per profile, and billed once per unique review.
• If every request is blocked, the run fails honestly with a clear message instead of returning an empty success.

Using it as an MCP tool

This actor is exposed in the Apify MCP server as apify--clutch-reviews-scraper. AI agents can call it with a profile URL and receive structured review JSON they can summarize, score, or compare — ideal for automated agency research and due-diligence assistants.

FAQ

Do I need a Clutch login or cookies? No. It works on public profile pages without authentication.

Can I scrape a whole category? Not with this actor — it works per profile. Use clutch-scraper for the agency directory, then feed the resulting profile URLs here.

Why did I get fewer reviews than maxReviews? The profile simply has fewer reviews than your cap. The actor collects everything available and stops.

Are reviewer names included? Clutch anonymizes most reviewers to a role + company type (e.g. "Founder, Tech Company"); the actor returns whatever Clutch displays publicly.

Legal

This actor extracts publicly available information from Clutch.co. Use it in compliance with Clutch's Terms of Service and applicable data-protection laws (including GDPR and CCPA). Reviews and reviewer details may contain personal data — you are responsible for lawful processing, storage, and use of any scraped data. This tool is provided for legitimate research, analytics, and business-intelligence purposes only.