E-commerce Scraping
E-commerce scraping is the process of extracting data from online marketplaces and retail sites, such as product listings, pricing, availability, and reviews, to gain market intelligence, pricing strategy, and competition tracking. We benchmarked the top scrapers to evaluate their accuracy, speed, and ability to handle anti-bot protections.
How to Scrape Reviews for Free Using Python (No APIs)
This article shows how I scraped reviews from Google Play, Yelp, and Trustpilot using Python. Each platform required a different method: Learn how to handle anti-detection, parse customer review data, and save the scraped data in CSV, JSON, or export to a database like Google Sheets for data analysis.
Best Amazon Scraper APIs Ranked by Performance
We benchmarked top Amazon scraper APIs over 1,400 URLs from 7 Amazon domains and identified the most reliable and cost-efficient data extraction solutions.
Indeed Scraper: How to Extract Job Data & Top Scraping Services
Indeed offers APIs primarily for job posting and applicant tracking; however, obtaining large-scale job data often requires a robust Indeed scraper or a specialized scraping service. We’ll cover the tools and techniques for extracting valuable job postings, discuss ethical considerations like Indeed’s robots.
Web Scraping Craigslist: Top 5 Craigslist Scrapers
Businesses scrape Craigslist for a variety of reasons, including market research, job recruitment, real estate analysis, and generating leads. This article explains how to extract data from Craigslist, as well as the top scrapers for Craigslist scraping and their pricing structures.
How to Scrape Data from Walmart: Top Scraper APIs
We benchmarked the leading Walmart scraper APIs, analyzing 2 batches of requests to 200 URLs from product and search pages during Dec 2024 and Jan 2025, totaling 2,000 requests: This guide provides step-by-step instructions on how to scrape Walmart’s product pages using Python and various other tools.
Performance Comparison of the Best E-commerce Scrapers
We benchmarked 16 web scrapers from 5 leading web data infrastructure providers to scrape top e-commerce websites like Walmart and Amazon in 7 different countries.
How to Scrape Amazon Product Data with Python
Amazon employs strict bot detection mechanisms to block any web scraping activity. Simple modifications, such as adding headers, setting delays, or using custom user-agent strings, are insufficient to bypass these defenses. To evaluate which approach is most effective for scraping the Amazon website, we tested various methods using Python libraries, residential proxies, and unblocker services.