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🚀"How to Scrape" Series

This repository contains various web scrapers designed for extracting structured data from different sources using Python and ScrapeOps.io.

Each scraper is built with efficiency in mind, ensuring optimal data retrieval while respecting website policies and ethical scraping practices.

Technology Stack

Here's the technology stack and frameworks used in the scripts, along with their purposes:

Programming Language, Libraries & Frameworks:

  • Python version 3.10+: Main language used for scripting and automation.
  • requests: Sends HTTP requests to fetch web pages.
  • BeautifulSoup (bs4): Parses HTML and extracts structured data.
  • ThreadPoolExecutor: Enables multithreading to scrape multiple pages simultaneously, improving speed.
  • logging: Captures runtime logs, errors, and warnings for debugging and tracking script execution.
  • ScrapeOps Proxy API: Handles web scraping proxies and rotates IPs to avoid detection and blocking.

📖 If you would like to learn more about Web Scraping with Python, then be sure to check out The Python Web Scraping Playbook.


List of Scrapers

Below is a list of available scrapers:

E-commerce

Target Company URL
Reddit reddit.com
Amazon amazon.com
Walmart walmart.com
eBay ebay.com
Target target.com
BestBuy bestbuy.com
Nordstrom nordstrom.com
Etsy etsy.com

Real Estate

Target Company URL
Zillow zillow.com
Redfin redfin.com
Immobilienscout24 immobilienscout24.de
Airbnb airbnb.com

Social Media

Target Company URL
TikTok tiktok.com
Pinterest pinterest.com
Quora quora.com

Job Boards

Target Company URL
LinkedIn Profiles linkedin.com
LinkedIn Jobs linkedin.com/jobs
Indeed indeed.com

Review Aggregators

Target Company URL
TrustPilot trustpilot.com
G2 g2.com
Capterra capterra.com
Yelp yelp.com
Google Reviews google.com/maps/reviews

Analytics & Store

Target Company URL
SimilarWeb similarweb.com
Google Play play.google.com

Fair Use Disclaimer

This repository is intended for educational purposes only. Web scraping should always be conducted responsibly and within legal boundaries.

Web scraping should be done ethically and legally. When you attemp to scrape any website, follow the guideline below as a best practice:

  1. Respect Robots.txt & Terms of Service: Always check a website's robots.txt file and adhere to their scraping policies.
  2. Avoid Overloading Servers: Implement rate-limiting and avoid aggressive scraping that could impact website performance.
  3. No Personally Identifiable Information (PII): Do not collect or store sensitive user data.
  4. Use Data Responsibly: Do not repurpose entire datasets for commercial use without proper permissions.
  5. Comply with GDPR and Data Protection Laws: Ensure compliance when dealing with user data from different regions.

ScrapeOps take no responsibility for misuse of this code. By using this repository, you acknowledge these guidelines and accept responsibility for ethical web scraping practices.

If you have concerns or aren't sure whether it's legal to scrape the data you're after, consult an attorney. Attorneys are best equipped to give you legal advice on the data you're scraping.


Issues & Support

This repository is provided as is with no official support. If you encounter bugs, please open an issue in the Issues tab.

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