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.
Benchmarked the Best Web Scraping APIs
We benchmarked the best web scraping APIs using 12,500 requests across 3,000+ real-world URLs in e-commerce, search engines (SERP), and social media. See the performance of tools: price per request, response time, success rate, and how much data each API actually returns. Web scraping API benchmark results The two charts below plot median response time…
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: Turn web pages into structured data, see our guide on web scraping. Crawl entire…
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 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. Multi-model support…
Playwright vs Selenium: Differences & 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 vs Selenium comparison table AspectPlaywrightSelenium Initial release20202004 MaintainerMicrosoftSeleniumHQ / open-source community Language supportJavaScript/TypeScript, Python, Java, .NET (C#)Java, Python, C#, JavaScript (Node.js), Ruby Browser supportChromium (Chrome/Edge), Firefox…
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 than that of once premium plugins, proxies, and a CAPTCHA service are added. So…
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 scraping benchmark results Success rate of Google Maps scrapers Google Maps listing data was more accessible than Google Maps…
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: SERP scraper API benchmark results Compare providers’ median response time and the average number of fields that they returned in our benchmark: 1,200 queries were used in…
15+ Best Open Source Web Crawlers for LLM & AI
Recent advances in generative AI have reshaped what developers need from web crawlers. Agentic crawlers now use natural-language prompts to select links rather than fixed rules, and produce token-efficient markdown natively. At the same time, the classic frameworks for large-scale batch crawling remain irreplaceable for enterprise and research use. Quick comparison table Web crawlerLanguage written…
Compared the Best Web Scraping Tools in 2026
We cover 13+ of the top web scraping tools, split into two categories: API-based scraping services: managed APIs with built-in proxies and anti-bot handling. No-code / visual scrapers: point-and-click interfaces for non-developers. For the API-based tools, we ran 12,500 real requests across 3,000+ URLs, covering e-commerce, SERP, and social media, to measure success rates and…
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. Pros and cons of the best Python scraping libraries BeautifulSoup BeautifulSoup is a Python library for parsing HTML and XML…