Clutch Reviews Scraper

Extract individual Clutch.co reviews from public provider profiles.

Turn detailed client interviews into structured rows for procurement, competitor research, reputation monitoring, and voice-of-customer analysis.

Each result includes ratings, project context, reviewer details, summaries, and the full background, challenge, solution, and results sections.

No Clutch login or API key is required.

• ✅ One row per client review
• ✅ Multiple provider profiles per run
• ✅ Automatic review pagination
• ✅ Verified-review and rating filters
• ✅ JSON, CSV, Excel, XML, API, and webhook delivery

What does Clutch Reviews Scraper do?

Clutch Reviews Scraper visits public Clutch provider profiles and extracts the individual reviews shown in the Reviews section.

It captures more than a testimonial quote.

You receive the project scope, budget, timeline, reviewer context, detailed rating dimensions, project summary, results summary, and complete interview answers when Clutch publishes them.

Use it when provider-level fields are not enough and the review itself is the record you need.

For company listing discovery, use Clutch Scraper instead.

Who is Clutch Reviews Scraper for?

Procurement and vendor-management teams

• Compare verified client evidence before creating a shortlist.
• Inspect recurring strengths, risks, budgets, and delivery patterns.
• Preserve review evidence in an auditable spreadsheet or warehouse.

Agencies and competitive-intelligence teams

• Monitor competitors for newly published client reviews.
• Analyze which services, industries, and project sizes competitors win.
• Find themes in client praise and areas for improvement.

Reputation and customer-success teams

• Track a provider's public feedback over time.
• Send new review records to Slack, email, or a CRM.
• Build dashboards for rating dimensions and review volume.

Voice-of-customer and market researchers

• Collect detailed buyer language from project interviews.
• Compare outcomes across industries and provider categories.
• Prepare text for qualitative coding or AI-assisted analysis.

Why use this Clutch review extractor?

• 🎯 Review-level output — one clean dataset row per individual review.
• 🧾 Detailed evidence — project summaries and interview sections are included.
• ⭐ Typed ratings — overall, quality, schedule, cost, and referral scores are numbers.
• 🏢 Provider context — provider name, profile URL, aggregate rating, and review count travel with every row.
• 🔎 Useful filters — select verified reviews or a minimum overall rating.
• 🔁 Automatic pagination — collect more than the first page.
• 🧩 Flat exports — analysis-friendly columns work in CSV and Excel.
• 🛡️ Explicit failures — blocked or empty pages do not silently produce misleading success.
• ⏰ Scheduling — rerun profiles daily, weekly, or monthly.
• 🔌 Integrations — connect through API, webhooks, Make, Zapier, Google Sheets, or MCP.

What Clutch review data can you extract?

Category	Fields
Provider	Name, profile URL, aggregate rating, aggregate review count
Review identity	Review ID, permalink, title, featured flag, publication date
Project	Services, budget, timeline, project summary, results summary
Ratings	Overall, quality, schedule, cost, willingness to refer
Reviewer	Name, role, company, original position, verification status
Client context	Industry, location, company size, review type
Interview	Background, challenge, solution, results and feedback
Metadata	Extraction timestamp

Clutch does not publish every optional field on every review.

Missing source values are returned as null, while services are returned as an array.

How much does it cost to scrape Clutch reviews?

The Actor uses pay-per-event pricing.

You pay a small run-start fee plus a fee for each review saved.

Event	Price
Run started	$0.005 per run
Review extracted	$0.0028026–$0.011511 per review, depending on Apify plan

Examples at the current FREE-tier rate:

• 10 reviews: about $0.24
• 50 reviews: about $1.16
• 100 reviews: about $2.31

Apify's Free plan includes monthly platform credits, so you can test a small profile before scheduling a larger workflow.

Actual total usage can vary with target protection and retries.

How to scrape reviews from Clutch.co

1. Open Clutch Reviews Scraper on Apify.
2. Click Try for free.
3. Add one or more public provider profile URLs.
4. Set the maximum number of reviews.
5. Optionally enable verified-only results or a minimum rating.
6. Click Start.
7. Preview the dataset while the Actor runs.
8. Export results as JSON, CSV, Excel, or XML.
9. Save the task and add a schedule if you want ongoing monitoring.

A valid profile URL looks like:

https://clutch.co/profile/smartsites

Directory URLs and non-Clutch URLs are rejected.

Input parameters

Parameter	Type	Default	Description
startUrls	array	required	Public Clutch provider profile URLs
maxReviews	integer	20	Global maximum number of matching reviews
verifiedOnly	boolean	false	Include only reviews with Clutch's verified badge
minRating	number	0	Minimum overall rating; 0 disables this filter
maxPagesPerProfile	integer	20	Pagination safety limit for each profile

Small monitoring run

{
  "startUrls": [{ "url": "https://clutch.co/profile/smartsites" }],
  "maxReviews": 10,
  "verifiedOnly": false,
  "minRating": 0,
  "maxPagesPerProfile": 2
}

Verified-review research

{
  "startUrls": [
    { "url": "https://clutch.co/profile/smartsites" },
    { "url": "https://clutch.co/profile/req" }
  ],
  "maxReviews": 100,
  "verifiedOnly": true,
  "minRating": 4,
  "maxPagesPerProfile": 10
}

Output example

Each dataset item is one review:

{
  "providerName": "SmartSites",
  "providerUrl": "https://clutch.co/profile/smartsites",
  "providerOverallRating": 4.9,
  "providerReviewCount": 362,
  "reviewId": "320820",
  "reviewUrl": "https://clutch.co/go-to-review/.../320820",
  "title": "SEO & Web Dev for Hospitality & Architectural Design Firm",
  "isFeatured": true,
  "services": ["Advertising", "Content Marketing", "Search Engine Optimization"],
  "projectBudget": "$10,000 to $49,999",
  "projectTimeline": "June 2024 - Ongoing",
  "overallRating": 5,
  "qualityRating": 5,
  "scheduleRating": 5,
  "costRating": 5,
  "willingnessToReferRating": 5,
  "quote": "They're extremely knowledgeable in what they do.",
  "reviewDate": "Oct 8, 2024",
  "reviewerName": "Anonymous",
  "reviewerRole": "Manager",
  "reviewerCompany": "Nunzio Marc DeSantis Architects",
  "reviewerVerified": true,
  "reviewerIndustry": "Other industries",
  "reviewerLocation": "Dallas, Texas",
  "reviewerCompanySize": "11-50 Employees",
  "reviewType": "Online Review",
  "projectSummary": "SmartSites provides SEO and web development services...",
  "resultsSummary": "SmartSites swiftly delivers monthly reports...",
  "background": "Please describe your company and position...",
  "challenge": "What specific goals or objectives...",
  "solution": "How did you find SmartSites...",
  "resultsAndFeedback": "What were the measurable outcomes...",
  "scrapedAt": "2026-07-21T00:00:00.000Z"
}

Rating values are numbers from 0 to 5.

Dates and project timelines remain in Clutch's displayed text format.

Tips for reliable Clutch review extraction

• Start with 10 reviews to validate your profile URL and output.
• Use verifiedOnly when evidence quality matters more than volume.
• Keep minRating at 0 for unbiased reputation analysis.
• Use a rating threshold only for a clearly defined shortlist workflow.
• Increase maxPagesPerProfile when collecting deep review history.
• Schedule smaller incremental runs for monitoring instead of repeatedly downloading all history.
• Deduplicate downstream records with providerUrl + reviewId.
• Treat optional nulls as missing source data, not scraper errors.
• Retry later if Clutch temporarily challenges every available proxy session.

Monitor new Clutch reviews on a schedule

Create an Apify task with the provider URLs you want to follow.

Run it daily or weekly with an Apify schedule.

Use reviewId as your stable key in a database, sheet, or automation.

A downstream workflow can compare the latest dataset with stored IDs and alert only on unseen reviews.

This pattern supports agency reputation monitoring, competitor launches, procurement refreshes, and client-sentiment dashboards.

Integrations for procurement and reputation workflows

Clutch Reviews Scraper → Google Sheets

Append verified client reviews to a sourcing workbook and filter by service, industry, budget, or rating.

Clutch Reviews Scraper → Slack or Discord

Send an alert when a monitored competitor receives a new review or a rating below a chosen threshold.

Clutch Reviews Scraper → Make or Zapier

Trigger sentiment classification, CRM enrichment, or vendor-risk review whenever a new dataset item appears.

Clutch Reviews Scraper → Airtable or a data warehouse

Maintain a longitudinal review table keyed by provider URL and review ID.

Clutch Reviews Scraper → AI analysis

Summarize challenge, solution, and result language across providers without manually copying review pages.

Use the Apify API

The Actor ID is automation-lab/clutch-reviews-scraper.

Node.js

import { ApifyClient } from 'apify-client';

const client = new ApifyClient({ token: process.env.APIFY_TOKEN });
const run = await client.actor('automation-lab/clutch-reviews-scraper').call({
  startUrls: [{ url: 'https://clutch.co/profile/smartsites' }],
  maxReviews: 10,
  verifiedOnly: true,
});
const { items } = await client.dataset(run.defaultDatasetId).listItems();
console.log(items);

Python

from apify_client import ApifyClient

client = ApifyClient("YOUR_APIFY_TOKEN")
run = client.actor("automation-lab/clutch-reviews-scraper").call(run_input={
    "startUrls": [{"url": "https://clutch.co/profile/smartsites"}],
    "maxReviews": 10,
    "verifiedOnly": True,
})
items = client.dataset(run["defaultDatasetId"]).list_items().items
print(items)

cURL

curl "https://api.apify.com/v2/acts/automation-lab~clutch-reviews-scraper/runs?token=$APIFY_TOKEN" \
  -X POST \
  -H "Content-Type: application/json" \
  -d '{
    "startUrls": [{"url":"https://clutch.co/profile/smartsites"}],
    "maxReviews": 10,
    "verifiedOnly": true
  }'

Use Clutch Reviews Scraper with AI agents via MCP

Connect Claude Code, Claude Desktop, Cursor, or VS Code through Apify's hosted Model Context Protocol server.

Claude Code

$claude mcp add --transport http apify "https://mcp.apify.com?tools=automation-lab/clutch-reviews-scraper"

Claude Desktop, Cursor, or VS Code

{
  "mcpServers": {
    "apify": {
      "url": "https://mcp.apify.com?tools=automation-lab/clutch-reviews-scraper"
    }
  }
}

Authenticate with your Apify account when prompted.

Example prompts:

• "Use automation-lab/clutch-reviews-scraper to collect the latest 20 verified SmartSites reviews."
• "Extract Clutch reviews for these three agencies and compare quality, schedule, and cost ratings."
• "Monitor these Clutch provider profiles and summarize recurring client challenges and outcomes."

Is it legal to scrape Clutch reviews?

Public web data can generally be collected for legitimate purposes, but laws and contractual restrictions vary by jurisdiction and use case.

Only collect public information you are authorized to process.

Do not use the Actor to access private accounts, bypass access controls, harass reviewers, or build discriminatory profiles.

Review Clutch's terms and applicable privacy, copyright, database, and data-protection rules.

If personal data is not necessary for your purpose, minimize, aggregate, or delete it.

This documentation is not legal advice.

Limitations

• Clutch can change its HTML structure or anti-bot controls.
• Residential proxy sessions may occasionally be challenged and retried.
• A run fails when no usable review page can be extracted; it does not return challenge HTML as data.
• Some reviews omit reviewer names, budgets, locations, or interview sections.
• reviewerRole and reviewerCompany are split from the displayed position when a comma is present.
• The Actor accepts provider profile URLs, not directory, search, blog, or review-submission URLs.
• The source controls ordering, featured reviews, and displayed text.
• Pagination stops at your result or page limit.

Troubleshooting

Why did the run reject my URL?

Use a public URL in the form https://clutch.co/profile/provider-slug.

Directory and non-Clutch URLs are outside this Actor's review-level scope.

Why did the run fail after proxy retries?

Clutch may temporarily challenge all browser sessions.

Retry later with the same small input; do not interpret an empty dataset as proof that the provider has no reviews.

Why are some fields null?

Clutch does not publish every optional field for every review.

The Actor preserves missing values rather than inventing data.

Why did a rating filter return no rows?

The filter fails closed: reviews with missing ratings do not pass an active minimum-rating threshold.

Lower minRating or use 0 to include all ratings.

Frequently asked questions

How fast is the Clutch reviews scraper?

A single review page usually completes in seconds after a working residential session is established, but Cloudflare retries can add time.

Can it scrape every review on a profile?

Yes, within your maxReviews and maxPagesPerProfile limits and while the public pages remain available.

Does it need my Clutch login?

No. It extracts only anonymously visible public provider reviews.

Does it return verified reviews only?

It can. Enable verifiedOnly, or leave it disabled to collect all public review cards.

How is this different from Clutch Scraper?

Clutch Reviews Scraper emits individual review rows. Clutch Scraper emits provider/company listing rows.

Can I use the output for sentiment analysis?

Yes. The quote, summaries, and interview sections provide useful text, subject to your legal basis and data-minimization obligations.

Can I export to Excel?

Yes. Open the default dataset and choose Excel, CSV, JSON, or XML.

Can I run it automatically?

Yes. Save the input as a task, attach an Apify schedule, and send results through integrations or webhooks.

Related B2B and review scrapers

• Clutch Scraper — collect provider listings and aggregate company fields.
• G2 Reviews Scraper — extract individual software-product reviews.
• G2 Products Scraper — discover software products and aggregate rating context.
• Trustpilot Scraper — collect public business reviews.
• Google Maps Reviews Scraper — gather local-business reviews.
• GoodFirms Scraper — research B2B service providers.

Use review actors for record-level feedback and provider actors for discovery or lead lists.

Data freshness and responsible monitoring

Every output row includes scrapedAt so you can track when the source was observed.

Clutch controls publication dates, edits, removals, featured placement, and profile-level aggregates.

For recurring monitoring, store prior review IDs and compare them with each new run.

Avoid unnecessary high-frequency schedules.

Daily or weekly collection is usually more useful and cost-efficient than repeatedly downloading the same history.