ScrapingBee

ScrapingBee is a web scraping API that handles the complex infrastructure needed to reliably extract data from websites at scale. It manages headless browser rendering, proxy rotation, CAPTCHA solving, and JavaScript execution, presenting a simple API where you send a URL and receive the rendered HTML or extracted data. For AI agents that need to read web pages — whether for RAG context gathering, data extraction, or real-time information retrieval — ScrapingBee eliminates the need to build and maintain scraping infrastructure.

The core API accepts a URL and returns the fully rendered page HTML, including content generated by JavaScript frameworks like React, Vue, or Angular. Parameters control JavaScript rendering (enable/disable), screenshot capture, custom headers, cookies, geographic proxy location (for location-specific content), premium proxy usage (for heavily protected sites), and wait conditions (wait for specific selectors to appear before returning). The extraction rules feature lets you define CSS selectors or JSON rules to extract specific data points from pages, returning structured data instead of raw HTML.

For AI agent workflows, ScrapingBee is typically used as the second step after a search API: the agent searches for relevant URLs using Serper or Tavily, then uses ScrapingBee to extract the full content of the most promising pages. This search-then-scrape pattern is fundamental to research agents, competitive intelligence bots, and any agent that needs current web information beyond what's available in its training data.

ScrapingBee's Google Search API add-on provides structured Google search results, though most agent developers use dedicated search APIs for this. The data extraction API can convert any page into structured JSON using AI-powered extraction rules, which is particularly useful for agents that need to pull specific fields (prices, specifications, contact info) from product pages or directories.

Pricing is credit-based: simple requests cost 1 credit, JavaScript rendering costs 5 credits, and premium proxies cost 10-75 credits. Plans start at $49/month for 1,000 credits. The credit-per-request model means costs vary significantly based on scraping complexity. LangChain doesn't have a built-in ScrapingBee integration, but the REST API is simple enough to wrap as a custom agent tool.

Key strengths include high reliability for JavaScript-heavy sites, good proxy network coverage, and straightforward pricing. Limitations include no built-in content cleaning (you get raw HTML that needs parsing), slower response times for JavaScript-rendered pages (5-15 seconds), and credit costs that escalate for premium proxy usage. For agents that primarily need clean text content rather than raw HTML, Firecrawl may be a better fit.