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 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.
Best Google Trends Scraping Tools: Tested & Ranked
We tested 3 web data scrapers across 1,500 requests on Google Trends explore pages to see how they handle the page’s Angular-based widgets that only appear after JavaScript runs. For each provider we tracked the success rate and completion time. Google Trends scraping benchmark You can read our benchmark methodology for more details on our testing process.
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.
10+ Best Paid & Free Web Scraping Tools
Some web scraping tools are completely free, great for beginners and small projects, while others are paid platforms designed for scalability, automation, and enterprise-grade reliability. Each tool is labeled as either free, paid, or a combination of free and paid plans, allowing you to find what fits your needs and budget quickly.
Best Glassdoor Scrapers: Bright Data, Oxylabs & Decodo
To compare how well different tools handle Glassdoor‘s CAPTCHAs, login overlays, and frequent layout changes, we tested 5 leading web data scrapers across 2,500 requests and tracked each provider’s success rate, completion time, and metadata coverage. Glassdoor scraping benchmark results You can read our benchmark methodology for more details on our testing process.
ChatGPT Web Scraping: Tutorial & Applications
ChatGPT is an easy way to bring AI to web scraping, saving developers from manual parsing work that requires constant updates. Using LLMs is becoming one of the best web scraping practices.
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.
Benchmarked the 6 Best Web Scraping APIs
We benchmarked the best web scraper API services using 12,500 requests across various domains. This web crawling services comparison goes beyond marketing claims to reveal real-time performance in e-commerce (Amazon, Target), search engines (SERP), and social media. If you are looking for the fastest latency or an affordable scraping API, our data-driven analysis below will guide your choice.
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.