Agency search teams
Vendor discovery
Build an initial shortlist from Clutch categories, then filter by location, rating, project size, hourly rate, and service focus before profile-level due diligence.
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This Clutch company listing scraper exports Clutch.co directory pages into a structured CSV for agency discovery, vendor shortlisting, and B2B market research. Import the template into the UScraper local desktop app, add the listing URLs you want to review, and collect company names, ratings, review counts, rates, employee ranges, locations, service focus, and URLs without building a custom crawler.
CSV
9
Listing URLs
Next loop
Free
At a glance
The workflow starts from Clutch directory URLs, such as mobile app developers or SEM agencies in a specific region. UScraper sets a stable browser size, navigates to each configured URL, waits for page load, and pauses long enough for listing cards to settle. If Clutch shows a security verification page, the graph waits, refreshes once, and skips export when the verification page remains.
Once listing cards are available, the scraper scrolls slightly to trigger lazy-loaded content, waits for company profile links, and runs Structured Export against each company row. The template then checks for an enabled Next link, clicks through pagination, waits again, and continues until the listing URL is exhausted before moving to the next configured URL.
Directory rows, not only profiles
Use this when you need a first-pass list from Clutch categories, regions, or service directories before deciding which company profiles deserve deeper review.
Spreadsheet-ready fields
Export company name, rating, review count, project size, hourly rate, employee range, location, service focus, and website or profile URL.
Multi-page batches
The bundled graph follows enabled Next pagination and appends all pages from each listing URL into one CSV with headers.
Local desktop custody
The workflow and CSV run locally unless you add your own upload, sync, or sharing block.
Who this is for
Agency search teams
Vendor discovery
Build an initial shortlist from Clutch categories, then filter by location, rating, project size, hourly rate, and service focus before profile-level due diligence.
B2B marketers
Account research
Use the Clutch data extractor to collect visible agency-market signals, then enrich approved rows with contact or social data in a separate workflow.
Market analysts
Category mapping
Compare how companies position themselves across Clutch service directories. Treat ratings and review counts as research indicators, not as the only basis for vendor decisions.
For related workflows, pair this listing scraper with the Clutch profile scraper, Website Contact Details Scraper, Social Media Finder, and the full UScraper template library.
How to use
Add listing URLs
Open the Navigate block and replace the two sample Clutch listing URLs with approved category, region, or search pages.
Check the export path
Structured Export writes clutch-scraper-company-listing.csv with headers and append mode. Change the save folder before running client-specific batches.
Run the pagination loop
UScraper navigates, waits, checks for security verification, scrolls once, waits for company links, exports rows, and clicks Next when pagination is available.
Open and verify the CSV
Spot-check a small run before expanding. If rows look blank or contain verification text, resolve the browser session manually and slow the batch down.
Automation path inside the template
Navigate
Open each configured Clutch listing URL in sequence from the Navigate block.
Wait, verify, and refresh
Wait for page load, pause for rendering, detect security verification, and refresh once after a longer verification wait.
Scroll and find rows
Scroll down to trigger lazy content, then wait for company profile links to appear before exporting.
Export and paginate
Append listing rows into CSV, click the enabled Next link, wait again, and continue until the current listing URL is finished.
Output preview
The export mirrors the workflow definition and keeps one row per visible company listing card. The source JSON names the website column Webiste_URL; you can rename that header after import if your team prefers Website_URL.
| Company_name | Rating | Number_of_reviews | Min_project_size | Avg_hourly_rate | Employees | Location | Service_focus | Webiste_URL |
|---|---|---|---|---|---|---|---|---|
| Example App Studio | 4.9 | 42 reviews | $10,000+ | $50 - $99 / hr | 50 - 249 | New York, NY | 70% Mobile App Development | https://exampleappstudio.com |
| Growth SEM Group | 4.8 | 31 reviews | $1,000+ | $100 - $149 / hr | 10 - 49 | Brooklyn, NY | 80% Pay Per Click | https://growthsem.example |
| Product Agency Co | 4.7 | 18 reviews | $25,000+ | $150 - $199 / hr | 250 - 999 | Boston, MA | 60% Custom Software Development | https://productagency.example |
clutch-scraper-company-listing.csvColumn
Company_name
Company name from the listing profile link or card text.
Column
Rating
Visible rating value when Clutch renders it in the listing card.
Column
Number_of_reviews
Review count text, such as 42 reviews.
Column
Min_project_size
Minimum project size, usually shown as a dollar threshold.
Column
Avg_hourly_rate
Displayed hourly-rate band.
Column
Employees
Employee-count range from the listing card.
Column
Location
Primary location detected from the card text.
Column
Service_focus
Leading service focus percentage when visible.
Column
Webiste_URL
External company website link or profile URL fallback.
Clutch listing data may be visible in a browser, but automated collection can still be limited by Clutch terms, robots directives, contract duties, privacy rules, and local law. Keep batches conservative, do not bypass access controls, and get legal review before resale, enrichment, or model-training use.
Before you run
Guardrails for reliable Clutch exports
Cloudflare or security checks can stop unattended export
The template detects common verification text, waits, and refreshes once. If verification remains active, use a verified browser session and rerun a small batch.
Large or fast runs may trigger blocking
Keep category batches modest, avoid parallel runs, and add longer waits if listing pages load slowly or pagination becomes inconsistent.
Listing cards can change
Missing ratings, blank review counts, or odd website values usually mean Clutch returned alternate markup. Re-test one listing URL before expanding the run.
CSV output still needs responsible use
Review Clutch policies, robots guidance, client contracts, and internal acceptable-use rules before redistributing company data or enriching it into commercial datasets.
Download the Clutch company listing scraper JSON, install the desktop app from uscraper.io/download, and use the workflow whenever you need to export Clutch companies into a reviewable local CSV.
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