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.
Review Scraping Benchmark: Bright Data, Oxylabs & Decodo
We tested 5 web scraping providers across 5 major review platforms for a total of 12,500 requests, and measured success rate, completion time, and metadata fields. You can read benchmark methodology section for more details on the testing process. Bright Data achieved the highest average success rate at 78% across all five review platforms and…
Crunchbase Scraper (Python): Tutorial & Benchmark
Crunchbase is protected by Cloudflare’s enterprise-grade anti-bot system, which blocks most automated scrapers. Even advanced tools like Selenium often return 403 errors or endless “Just a moment…” pages. Learn how to scrape Crunchbase with Python: setting up your environment, using a web unlocker to bypass restrictions, and extracting data from Crunchbase search results and company…
Top 5 Indeed Web Scrapers Compared
We benchmarked 5 web scraping providers on Indeed job postings with 2,500 requests, measuring success rate, completion time, and metadata output. You can read our benchmark methodology for more details on our testing process. Bright Data was the only provider to return structured JSON for Indeed, delivering 25 parsed fields per job posting. The other…
Best Zillow Scraper APIs Compared: Performance review
We benchmarked best five web scraping providers on Zillow, one of the top real estate domains, running over 1,250 scrape requests across all providers. Each provider received an identical set of property listing URLs and was evaluated on completion time, success rate, and the number of structured data fields returned per listing. We also analyzed…
Best AliExpress Scrapers: Decodo, Nimble & Zyte
We benchmarked 4 web scraping providers on aliexpress.com and sent a total of 200 requests at concurrency 5. The results were filtered from e-commerce scraping benchmark, which ran across 100 domains at three concurrency levels (5, 100, and 5000). Read AliExpress scraping benchmark methodology for more details about our testing process. Decodo reached 78% success…
Etsy Scrapers: Benchmarked Top 4 APIs
We benchmarked 4 web scraping providers on etsy.com. The results were filtered from our e-commerce scraping benchmark covering 100 e-commerce domains. A total of 200 requests were sent to Etsy at concurrency 5. You can read more about our Etsy scraping benchmark methodology. You can scrape either product or search pages and get full product…
2026 Web Crawler Benchmark to Feed Websites to AI
We benchmarked four crawl APIs across three domains of varying difficulty at three max depth levels (5, 10, 20) with a 1,000-page limit, measuring crawl coverage, execution time, link discovery, markdown link quality, and title extraction accuracy. If you aim to: You can read our benchmark methodology. Firecrawl consistently crawled around 100 pages on theregister.com…
Is Web Scraping Legal? Laws & Best Practices
Legal regulations have changed in the web scraping market. While litigation once focused on unauthorized access, new lawsuits related to AI training and technical workarounds are shaping acceptable practices. Disclaimer: Our work is for informational purposes and not legal advice; please get professional legal advice for specific guidance. Web scraping is legal if you scrape…
We Tested the Best SERP Scraper APIs in 2026
We benchmarked the leading SERP providers using 18,000 live requests across Google, Bing, and Yandex. See the top 6 providers outperforming in our speed and data richness tests: Compare providers’ median response time and the average number of fields that they returned in our benchmark: 1,200 queries were used in this benchmark, including a total…
Top 7 Video Scrapers: Tested & Ranked
We tested the top 7 video scraping providers to see how they handle video metadata on the top video platform, totaling 6,000 requests, and measured their success rate, response time, and metadata fields. To see how we calculated these metrics, read video scraping benchmark methodology. Different providers return different amounts of metadata for the same…