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 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,…
Top 5 Home Depot Scrapers Benchmarked & Compared
We benchmarked five web data providers on Home Depot, each fetching the same 50 product and search pages at 5 concurrent requests, for a total of 250 requests. You can read more about our benchmark methodology. Bright Data offers a dedicated scraper API for Home Depot, while Apify provides a general e-commerce actor. Because both…
Best Twitter (X) Scrapers in 2026: Benchmarked
We benchmarked the top Twitter (X) scrapers across 1000 URLs, for a total of 5000 requests. To help you choose the right tool for your Twitter scraping projects, we have categorized the top performers below. Since all providers reached 100% success rate, we compared their completion time. See our benchmark methodology for more details. When…
We 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. The table below ranks leading web scraping APIs by site coverage, request success rate, metadata richness, and average latency. Select a vendor to view detailed domain-level performance: The two charts below plot median…
Best Social Media Scrapers 2026: 75K Requests Tested
We executed 75,000+ test requests across X, Instagram, LinkedIn, and Facebook to find the most reliable social media scraping API. Whether you need social media data scraping for business information extraction or a high-scale social media scraping solution, our benchmark reveals the top performers. Use the tool below to estimate your monthly budget based on…
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…
Web Scraping Roadmap in 2026
We scraped more than 30 million web pages using 50+ products from six web data infrastructure companies. We benchmarked these tools to see how well they handle enterprise web data use cases. Compare providers by tested site coverage, successful request rate,metadata richness, and average response time. Select a provider to see its results for individual…
The Most Common Web Scraping Challenges in 2026
Web scraping has become more difficult in recent years. Since 2025, AI-related scraping has raised significant legal concerns. Platforms and infrastructure providers have adopted new methods to control AI crawlers and manage data collection. There are many technical challenges that web scrapers face due to the barriers set by data owners or website owners to…