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:
- Selecting a category and subcategory
- Choosing number of companies to scrape
- 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 companycompany_url: Clutch.co profile URLtitle: Review titletext: Review contentreviewer_name: Name of reviewerreviewer_position: Job title of reviewerreviewer_location: Location of reviewerscrape_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)
| File | Size | Uploaded | |
|---|---|---|---|
| clutch_scraper-1.2.3.tar.gz | 13.1 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| 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 |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
2461084b8520c224a104f4d305a2ee2d89a9774255bce24e7c69acfa6a99f4ce
|
|
BLAKE2b-256 checksum How to use checksums |
f90a12aa0f2e158f6134ecef55bb1b7a97ee40b93b0bfa63b6f0c54df952323f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
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 |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
917a85890a5a350231208d0ec342e4a4d869e67328c9172270b388fa94a5142e
|
|
BLAKE2b-256 checksum How to use checksums |
e1588b47ba5d1d388bc6ad2761b78f291b5145c9669873a641aaeb299d61fd9c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|