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Clutch Scraper

A powerful CLI tool to scrape company reviews from Clutch.co with CSV output and graceful pause functionality.

Features

  • 🏢 Scrape companies from multiple categories (Development, Marketing, Design, IT Services)
  • 📊 Export reviews to separate CSV files per company
  • ⏸️ Graceful pause/stop with Ctrl+C (no data loss)
  • 💾 Automatic progress saving
  • 🚀 Easy CLI installation and usage
  • 📈 Real-time progress tracking

Installation

pip install clutch-scraper

Usage

Simply run the command after installation:

clutch-scraper

The tool will guide you through:

  1. Selecting a category and subcategory
  2. Choosing number of companies to scrape
  3. Automatic scraping with progress updates

Pausing/Stopping

Press Ctrl+C at any time to gracefully stop the scraper. All scraped data will be saved to CSV files.

Output

The tool creates a timestamped directory containing:

  • Individual CSV files for each company's reviews
  • Progress tracking file
  • Structured data with reviewer information

CSV Structure

Each company's CSV contains:

  • company_name: Name of the company
  • company_url: Clutch.co profile URL
  • title: Review title
  • text: Review content
  • reviewer_name: Name of reviewer
  • reviewer_position: Job title of reviewer
  • reviewer_location: Location of reviewer
  • scrape_timestamp: When the data was scraped

Example

$ clutch-scraper

==================================================
CLUTCH.CO COMPANY & REVIEWS SCRAPER
==================================================

Select a main category:
1. Development
2. Marketing
3. Design
4. IT Services

Enter category number: 1

Select from Development:
1. Web Developers
2. Software Developers
3. Mobile App Development
...

Requirements

  • Python 3.7+
  • Internet connection
  • Dependencies: cloudscraper, beautifulsoup4, pandas, lxml

Development

Local Installation

git clone https://github.com/yourusername/clutch-scraper
cd clutch-scraper
pip install -e .

Building

python setup.py sdist bdist_wheel

License

MIT License

Disclaimer

This tool is for educational and research purposes. Please respect Clutch.co's robots.txt and terms of service. Use responsibly with appropriate delays between requests.

Release files for clutch-scraper 1.2.3

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for clutch-scraper 1.2.3
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clutch_scraper-1.2.3.tar.gz 13.1 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for clutch-scraper 1.2.3
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clutch_scraper-1.2.3-py3-none-any.whl Python 3 none any Details

Total release size: 25.4 kB

Release files / clutch_scraper-1.2.3.tar.gz

Download URL clutch_scraper-1.2.3.tar.gz
Size 13.1 kB
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Release files / clutch_scraper-1.2.3-py3-none-any.whl

Download URL clutch_scraper-1.2.3-py3-none-any.whl
Size 12.3 kB
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Uploaded via twine/6.1.0 CPython/3.13.7

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