Scraping Tools
Web scraping tools enable the automated extraction of structured data from websites. While some tools use AI to scrape data from many websites, others are more specialized and focus on a page type in a domain. We benchmarked the most popular tools across performance, scalability, and ease of use to help users choose the right solution for their needs.
Top 6 LLM Scrapers: ChatGPT, Perplexity & Gemini
We benchmarked how the top LLM scraper providers, including Bright Data, Oxylabs, and Apify, perform at extracting outputs from LLM platforms such as ChatGPT, Gemini, Perplexity, and Google AI Mode. To ensure reliable results, we ran 1,000 tests per provider, repeating each prompt 10 times for consistency. The top-performing provider is detailed below. Providers missing…
5 Best Scraping Browsers in 2026
Scraping browsers handle the unblocking infrastructure, enabling users to interact with websites programmatically and extract data easily. We benchmarked the top scraping browsers on sites with login walls, infinite scroll, and strict anti-bot rules. We updated this guide to include the latest anti-bot evasion techniques (TLS 1.3 fingerprinting) and updated pricing models for Bright Data…
Best Python Web Scraping Libraries
Based on my over a decade of software development experience, including my role as CTO at AIMultiple, where I led data collection from ~80,000 web domains, I have selected the top Python web scraping libraries. BeautifulSoup is a Python library for parsing HTML and XML and extracting data from web pages. It sits on top…
Playwright vs Selenium: When to Use Each 2026
Playwright is a browser automation framework released by Microsoft in 2020. Selenium is an open-source project, active since 2004, that supports a wide range of browsers and languages. Playwright offers fine-grained control for scraping dynamic sources, including single-page applications that load content through AJAX, and supports request interception. Selenium is also used for data collection,…
5 Best Google Maps Scraper APIs in 2026: Tested & Ranked
To find the best Google Maps scraper, we benchmarked the top web scraping providers, Apify, Oxylabs, Octoparse, and SerpApi by running 100 searches for each. We tested 10 categories and analyzed 4,000 business listings. Google Maps listing data was more accessible than Google Maps reviews in our reviews scraping benchmark. Top providers reached 100% success…
Best ScrapeBox Alternatives in 2026
ScrapeBox is a Windows and macOS desktop application used for SEO tasks such as search engine scraping, keyword harvesting, link building, comment posting, and backlink checking. However, it is a desktop GUI tool, not an API, and the cost is higher once premium plugins, proxies, and a CAPTCHA service are added. So alternatives are grouped…
We Compared the Best Web Scraping Tools in 2026
We cover 13+ of the top web scraping tools, split into two categories: We tested leading web scraping APIs across thousands of URLs. Use the table below to compare their site coverage, request success rate, metadata richness, and average latency: These are managed “send a URL, get data back” services. You don’t manage proxies, rotate…
Web Scraping Craigslist: Best Craigslist Scrapers
Craigslist’s page structure has stayed largely unchanged for years, simple, mostly static HTML with minimal JavaScript and few anti-bot defenses. To see how well scrapers handle that simplicity, we ran 500 Craigslist job postings through 5 providers, totaling 2,500 requests, and measured each one’s success rate and completion time. Since all five providers reached %100…
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…
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…