What Is a Web Scraper? Types, Tools, and How to Choose in 2026
Blog post from Context.dev
Web scraping involves extracting specific data from web pages and structuring it in formats like JSON or CSV, using tools that range from simple browser extensions to sophisticated hosted APIs. Browser extensions offer a straightforward, manual approach for small-scale tasks, while open-source libraries like BeautifulSoup and Scrapy give developers complete control over scraping processes, though they require handling code maintenance and anti-bot measures. For JavaScript-heavy sites, headless-browser scrapers such as Playwright and Puppeteer can render pages like a real browser, but they demand significant computational resources and maintenance efforts. Hosted scraping APIs offer a managed solution, handling proxy rotation, JavaScript rendering, and anti-bot evasion, making them ideal for large-scale projects where in-house maintenance would be cumbersome and costly. Context.dev caters specifically to AI and LLM pipelines by providing clean, structured data with minimal infrastructure requirements, distinguishing itself with its single API approach that simplifies integration and maintenance in contrast to more complex marketplaces like Apify or heavily proxy-reliant services like Oxylabs.
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