• DATA
  • CONTENT
  • LOGS
  • HUMAN

How to extract structured data from dynamic websites with your AI

Connect ScrapingBee to your AI client once. After that, you just tell your agent what information you need from any website, even those that rely on heavy JavaScript.

Ask AI about this page

Short answer

How can I scrape dynamic sites with my AI?

Your AI uses ScrapingBee to render JavaScript and load complex web pages before pulling specific data points into a structured format. You get clean JSON outputs by describing the data you want in plain English. This process handles the heavy lifting of browser rendering and data parsing automatically.

The results

Where your data lands

The AI turns raw web code into organized information.

DATA

Clean JSON datasets

The AI parses the rendered HTML into structured objects. You receive organized data ready for a spreadsheet or database.

CONTENT

Text and media

Your agent pulls specific text, links, or image URLs from the page. It ignores the clutter and gives you exactly what you asked for.

LOGS

Scraping status

You can see if the page loaded correctly or if the site blocked the request. This helps you troubleshoot difficult targets.

HUMAN

Manual verification

The AI presents the extracted data for you to check. You decide if the structure is correct before moving it into your final workflow.

The workflow

What your AI does when the request arrives.

The AI handles the technical execution of the scrape and the logic of the extraction.

  1. Render the page

    The AI triggers a headless browser to execute JavaScript and load all dynamic elements on the target site.

    scrape_with_js

  2. Parse the content

    Once the page is fully loaded, the AI reads the HTML to find the specific patterns you requested.

    extract_data_with_ai

  3. Structure the output

    The AI organizes the found information into a clean, predictable JSON format.

    extract_data_with_ai

  4. Deliver the data

    The final dataset is handed back to your AI client for you to use in your next task.

    extract_data_with_ai

Try it

Copy these to start.

Use these prompts to begin scraping immediately.

Starting points

These are templates. Swap out the website URL and the specific items you want to find.

ScrapingBee Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_q1duJsPKHxBkTBofrVeLFhv0nBtmoyFvP5mLfv1l/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — ScrapingBee capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "scrapingbee-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_q1duJsPKHxBkTBofrVeLFhv0nBtmoyFvP5mLfv1l/mcp"
    }
  }
}
Copy into chat04

  • Scrape https://example.com and extract all product names and prices into a JSON list.

  • Go to this URL and find the contact email addresses for all the listed companies.

  • Extract the latest news headlines and their corresponding links from this page.

  • Find all the user reviews on this site and summarize the sentiment for each one.

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect ScrapingBee once, then ask.

Just click the link to connect. Your credentials stay encrypted and secure, and you can start using the tools in any compatible client right away.

Connect ScrapingBee to your AI

FAQ

How this task behaves.

  • 01

    Can the AI bypass CAPTCHAs automatically?

    No. The AI uses the tools to render and extract, but it does not have a tool to solve CAPTCHAs.

  • 02

    Will the AI change anything on the website?

    No. The tools are read-only. The AI can only scrape and extract data from the pages it visits.

  • 03

    Does it work on sites that use React or Vue?

    Yes. Because it uses JavaScript rendering, it can see the content that appears after the initial page load.

  • 04

    Can I save the data directly to my database?

    No. The AI extracts the data and presents it to you. You are responsible for moving that data into your own database or files.

  • 05

    Can the AI scrape behind a login wall?

    No. The current tools are designed for public-facing web content and do not include tools for managing user sessions or logins.

  • More questions about ScrapingBee? See everything the ScrapingBee Connector can do

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