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.
Best Airbnb Scrapers: Bright Data, Apify & Oxylabs
We tested six web scraping providers on Airbnb, sending a total of 1,500 scrape requests across all providers. Each provider was given the same set of vacation rental listing URLs and measured on completion time, success rate, and available metadata fields per listing.
Benchmarked the Top 6 Best Real Estate Scraper APIs
We benchmarked six web scraping providers across five major real estate domains, running 1,500 property listing URLs through each provider for a total of 9,000 requests. Real estate scraping benchmark results See the methodology section for more details on the testing process.
Benchmarked 4 Best Tripadvisor Reviews Scraping APIs
We benchmarked 4 web scraping providers on Tripadvisor review pages with 2,000 total requests, measuring success rate, completion time, and data extraction quality. Tripadvisor reviews benchmark You can read more about our Tripadvisor benchmark methodology.
Amazon Reviews Scraping Benchmark
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. Amazon reviews scraping benchmark Read our benchmark methodology for more detail on our testing process.
Benchmarked the Top 5 Zillow Scrapers
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.
Benchmarked the Top 5 Yelp Reviews Scrapers
To benchmark Yelp review extraction, we sent 500 business page URLs to 5 web scraping providers, generating 2,500 total requests, and compared their success rate, completion time, and metadata output. Yelp reviews scraping benchmark You can read benchmark methodology for more details on testing process.
5 Best Google Maps Scraper APIs in 2026: Tested & Ranked
To find the best Google Maps scraper, we benchmarked the top providers, Apify, Oxylabs, Octoparse, and SerpApi by running 100 searches for each. We tested 10 categories and analyzed 4,000 business listings. We also verified phone numbers and reviews to ensure the data is actually useful for your lead generation.
Top 7 Video Scrapers in 2026: Tested & Ranked
Major video-sharing networks are highly dynamic environments that present significant challenges for automated data extraction. Technical hurdles, such as the prevalence of infinite-scrolling layouts in short-form video feeds, often cause standard scrapers to fail to consistently retrieve data.
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: Web crawlers benchmark You can read our benchmark methodology.
Top 6 LLM Scrapers in 2026
We ran a benchmark to compare how top LLM scraper providers like Bright Data, Oxylabs, and Apify perform with models such as ChatGPT, Gemini, Perplexity, and Google AI Mode. To ensure reliable results, we ran 1,000 tests per provider with each prompt repeated 10 times for consistency. The top-performing provider is detailed below.