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Clutch Company Listing Scraper for CSV Export logo

Clutch Company Listing Scraper for CSV Export

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.

Output

CSV

Columns

9

Input

Listing URLs

Pagination

Next loop

Template

Free

At a glance

Export Clutch company listings without code

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

Teams that export Clutch companies to CSV

Agency search teams

Vendor discovery

Favorable to scraping

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

Favorable to scraping

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

Nuanced outcome

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

Run the Clutch listing scraper workflow

1

Download and import

Download the hosted JSON template and import it into UScraper.

2

Add listing URLs

Open the Navigate block and replace the two sample Clutch listing URLs with approved category, region, or search pages.

3

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.

4

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.

5

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

  1. 1

    Navigate

    Open each configured Clutch listing URL in sequence from the Navigate block.

  2. 2

    Wait, verify, and refresh

    Wait for page load, pause for rendering, detect security verification, and refresh once after a longer verification wait.

  3. 3

    Scroll and find rows

    Scroll down to trigger lazy content, then wait for company profile links to appear before exporting.

  4. 4

    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

CSV columns produced by the template

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_nameRatingNumber_of_reviewsMin_project_sizeAvg_hourly_rateEmployeesLocationService_focusWebiste_URL
Example App Studio4.942 reviews$10,000+$50 - $99 / hr50 - 249New York, NY70% Mobile App Developmenthttps://exampleappstudio.com
Growth SEM Group4.831 reviews$1,000+$100 - $149 / hr10 - 49Brooklyn, NY80% Pay Per Clickhttps://growthsem.example
Product Agency Co4.718 reviews$25,000+$150 - $199 / hr250 - 999Boston, MA60% Custom Software Developmenthttps://productagency.example
clutch-scraper-company-listing.csv
CSV - UTF-8 - Append

Column

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.

Headers included - listing pages and pagination append into one file

Frequently asked questions

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

Practical limits and maintenance notes

Guardrails for reliable Clutch exports

Verification

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.

Rate limits

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.

Layout drift

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.

Compliance

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.

Get Started

Download and use this template instantly

$50Free

What's Included

  • Template JSON file ready to import
  • Pre-configured scraping nodes
  • Works with UScraper desktop app

Open-source templates

UScraper templates are open source. Improve this workflow or contribute a new one to help the community grow.

Contribute on GitHub

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