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.
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 pages.
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.
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.
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.
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.
Tested the Best SERP Scraper APIs in 2026
We benchmarked the leading SERP providers using 18,000 live requests across Google, Bing, and Yandex.
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.
Compared the Best Web Scraping Tools in 2026
We cover 13+ of the top web scraping tools, split into two categories: 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 response times. See the full benchmark API-based scraping solutions These are managed “send a URL, get data back” services.
Top 10 Email Scraping Tools of 2026
The tools below serve different parts of the email prospecting workflow. Some are closer to web scraping tools, while others are B2B contact databases, sales-intelligence platforms, email finders, or outreach suites. They should not be treated as direct substitutes without checking their data sources, verification process, and permitted use cases.
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.