GitHub Power Scraper | Data That Works for You!

Parth Desai

When a client approached me with a unique challenge of extracting GitHub repositories without relying on the GitHub API, I knew this project required a robust, tailored solution. They needed a scraper that:
Handled large-scale data scraping without interruptions.
Ensured logs and recovery mechanisms in case of failures during execution.
Verified the integrity of downloaded zip repository files for accuracy.

The Solution:

To address these challenges, I developed a comprehensive three-script solution powered by Selenium, offering unmatched reliability and precision:
Repository Collection Script: Using Selenium, this script navigates GitHub starting from a provided initial link (search results, user profiles, forks, issues, or commits). It gathers all related repositories into a structured list, ensuring nothing is missed.
Zip File Downloader: To guarantee flawless downloads, this script mimics a real browser for fetching repository zip files. This ensures downloads are handled exactly like manual browser operations, making them reliable and error-free.
Extractor Script: The third script extracts all downloaded zip files into a folder, organizing them with a custom name format as specified by the client.
Check the code out on GitHub:

Key Features Delivered:

No GitHub API Dependency: The solution bypasses API limitations, ensuring data can be extracted seamlessly regardless of rate limits or access constraints.
Error Handling & Recovery: Built-in logging tracks progress, and the scripts resume efficiently if interrupted, saving valuable time.
Perfect Download Validation: Selenium’s browser simulation guarantees that every downloaded zip file is intact and usable.

Going Beyond – The PyPI Package:

In addition to the custom solution for the client, I built a Python package available on PyPI for wider use. This package simplifies GitHub scraping into a series of easy-to-call methods or a command-line tool. It offers:
Customizable inputs for repository scraping.
Scalable functionality to adapt to various project sizes.
Hassle-free integration into workflows for developers and researchers.
Check it out on PyPI:

Client Impact:

The custom tool enabled the client to:
Collect hundreds of repositories in minutes without hitting API limits.
Automate a process that would have taken hours manually.
Ensure complete reliability with validated downloads and detailed logs.
This project demonstrated how innovative solutions could address real-world challenges, saving time and ensuring precision.

💬 What the Client Says

excellent job , will work with him again, thank you very much great code , wise man

Need GitHub Data Extraction? Let’s Talk!

Whether it’s for business insights, research, or automation, I specialize in creating custom solutions that simplify complex challenges. Let’s collaborate to turn your GitHub data needs into actionable results!
Like this project

Posted Nov 26, 2024

Dive into GitHub data like never before! Tailored scraping for repos, users, & more—no API limits, just results! 💡

G2 Power Scraper | Unlock Hidden Insights, Drive Success
G2 Power Scraper | Unlock Hidden Insights, Drive Success
Founder of @Webvani
Founder of @Webvani
YouTube Data Extractor | Simplify Your Video Data Collection
YouTube Data Extractor | Simplify Your Video Data Collection

Join 50k+ companies and 1M+ independents

Contra Logo

© 2025 Contra.Work Inc