Web Data Scraping
Web data scraping refers to the methodologies, and tools for programmatically extracting structured data from websites, such as DOM parsing, API interaction, and headless browser automation.
Ethical & Compliant Web Data Benchmark
As enterprises scale their web data operations, compliance, data, and risk executives increasingly evaluate the associated ethical, reputational, and legal risks. We benchmarked 5 leading web data collection services across 3 dimensions and tested each service with more than 20 potentially unethical scenarios. Our work helps you assess the ethical standing of your data collection…
Top 5 Home Depot Scrapers Benchmarked & Compared
We benchmarked five web data providers on Home Depot, each fetching the same 50 product and search pages at 5 concurrent requests, for a total of 250 requests. You can read more about our benchmark methodology. Bright Data offers a dedicated scraper API for Home Depot, while Apify provides a general e-commerce actor. Because both…
7 Best Amazon Scrapers Ranked by Performance
Amazon’s anti-scraping technology keeps getting harder to bypass. To find out which tools actually hold up, we benchmarked the leading 5 Amazon scraper APIs over 2,750 requests across 11 Amazon domains, scoring every provider on success rate and end-to-end completion time. Read Amazon scraping benchmark methodology for more details about our testing process. You can…
Top 5 Website Unblockers Benchmarked & Compared
We benchmarked 4 leading web data providers across the top 10,000 domains, running a total of 260,000 requests. Each provider was tested at multiple concurrency levels to measure how they behave under increasing load. In addition, we ran a dedicated markdown extraction test on 10,000 URLs to evaluate how each provider handles clean content delivery…
E-Commerce Scraper: 6 Providers Benchmarked
We benchmarked five web data providers across 100 e-commerce domains, fetching 65,000 product and search pages each at 5 to 5,000 concurrent requests. Averaged across concurrency levels, Decodo recorded the fastest median response, about 7 seconds, at a 59% success rate, while Bright Data reached the highest success rate (76%) at a 16-second median. Apify…
Best Glassdoor Datasets in 2026
Glassdoor datasets offer useful insights into job listings, employer reviews, and salaries, but they are not the exclusive source of labor-market or employer-brand data. We review the four top providers of Glassdoor datasets: Bright Data, Coresignal, Oxylabs, and Actowiz. Our evaluation covers each provider’s dataset structure, extraction techniques, update schedules, delivery options, and pricing models.…
LinkedIn Datasets in 2026: Sources for Profile & Company Data
LinkedIn datasets can be categorized into profile data and company data: It’s important to know the different types of LinkedIn data available when buying from a verified provider or seeking a specific company dataset. Common fields across all providers: The following fields are present in all three providers and were removed from the tables above…
Top 5 Amazon Review Scrapers Compared
To compare how web data scraping providers handle Amazon review extraction, we tested 5 web scraping providers on the same set of Amazon product review URLs, totaling 2,500 requests across all providers. Read our benchmark methodology for more detail on our testing process. Amazon was the most accessible platform in our reviews scraping benchmark. The…
Top 5 Social Media Datasets in 2026
We compared five leading social media data providers, focusing on the types of social data they offer and the platforms they include. For clarity, these providers fall into two groups: These vendors deliver raw or enriched content (Posts, Comments, Engagement). These vendors focus on public profile information and professional history. Bright Data is a leading…
Best YouTube Datasets: Bright Data, Oxylabs & Grepsr
YouTube has become a primary source for training advanced multimodal AI and large language models (LLMs). However, obtaining YouTube data at scale remains difficult due to anti-bot measures and significant bandwidth requirements. This review examines key companies in the YouTube data sector: Bright Data, Oxylabs, Decodo, and Grepsr. Each targets a specific market segment, ranging…