Use Case AI Web Scraping

Web Scraping for AI Apps Without the Anti-Bot Problem

Your AI pipeline is only as good as the data it can reach. ZenRows delivers AI-ready data from any site, including protected web pages your current scraper can't reach.
99.93% success rate on protected sites.
Integrate natively with AI orchestration tools like LangChain and LlamaIndex.
Obtain LLM-ready data for your AI application.
Connect directly to data from your MCP-compatible tools: Claude, Cursor, and more.
Get the optimal configuration that gets through every time.
Try Zenrows Now
Hero section image displaying ZenRows' capabilities

The Data Your AI Needs Most is Behind the Hardest Walls

Most scraping tools handle clean, unprotected pages just fine. The moment you hit a protected target, they fail silently, returning error pages, empty responses, or challenge screens that corrupt your data pipeline.

The result: Wasted credits, broken pipelines, and AI models trained on incomplete data.

ZenRows Shines Where Your Current Scraper Hits a Wall

The sites with the most valuable data are the ones that fight back hardest. Anti-bots, such as Cloudflare, DataDome, Akamai, Imperva, and PerimeterX, are the default for any site worth scraping. ZenRows was built specifically to bypass these blocks.

ZenRows: LLM-Ready Output + 99.93% Success

ZenRows was built to get through. Every request passes through enterprise-grade anti-bot bypass, residential proxies, and Adaptive Stealth Mode, which automatically selects the right bypass configuration for each target site, without you having to configure anything.

What Makes ZenRows Different for Your AI Workflow

Adaptive Stealth Mode

Adaptive Stealth starts cheap and escalates only when a site requires it. You pay only for what each request actually needs, never more.

Markdown and Structured JSON Output

ZenRows returns whatever your AI pipeline needs, from any site on the web: clean markdown, structured JSON, or raw HTML.

Pay only for Successful Requests

ZenRows only charges for successful responses. Failed requests cost you nothing, no matter how many retries it takes.

Native MCP support

Connect the ZenRows MCP to Claude, Cursor, or any MCP-compatible tool. Your AI assistant can scrape any page, including protected ones, with zero configuration.

Seamless Integration

Drop ZenRows into your existing AI stack without rebuilding anything. Easy integration with the tools you're already using: LangChain, LlamaIndex, Flowise, Make, n8n, Clay, Zapier.

Built for the Data Sources AI Actually Needs

The web data that matters most for your AI app is almost always behind bot protection. Here's how ZenRows comes through for every use case.

Price Monitoring and E-commerce Intelligence

Major retailers like Amazon, Walmart, and Zalando run aggressive bot protection. ZenRows handles all of them automatically. Feed live pricing data into your AI models without managing proxies or infrastructure.

RAG Pipelines From Live Web Data

News sites, financial platforms, and industry publications sit behind anti-bot firewalls. ZenRows gets through and returns clean markdown ready for chunking and embedding.

AI Agent Web Access

ZenRows integrates natively with LangChain, LlamaIndex, and no-code automation tools like n8n. With the ZenRows MCP, your agents in Claude, Cursor, or any MCP-compatible tool can scrape any page, including protected ones, directly from their workflow.

Competitive Intelligence

Competitor pricing pages, job boards and LinkedIn-style platforms: the data that matters most for competitive analysis is always the hardest to access. ZenRows gets there.

Trusted by Teams Who've Outgrown Basic Scrapers

We went from having no reliable competitive intelligence to being the go-to source for market data across the entire organization.
UK Pizza Delivery Franchise
Senior Marketing Data Scientist
Reliability, speed, cost in that order. It accounts for 90% of our actionable leads and 85% of our revenue. ZenRows gives us the reliability we need when data sources try to block us out.
Swiss Real Estate Brokerage
CPO & Interim CTO

Get LLM-Ready Data in One API call

Sign up for free without a credit card to obtain your API key and 1000 free URLs. Run a single API call to get data from your target site:

Example 
# pip3 install requests
import requests
params = {
    "apikey": "<YOUR_ZENROWS_API_KEY>",
    "url": "https://www.scrapingcourse.com/ecommerce/",
    "mode": "auto", 
    "response_type": "markdown",  # LLM-ready output
}

response = requests.get('https://api.zenrows.com/v1/', params=params)
# clean markdown, ready for your pipeline
print(response.text)

Or connect your AI assistant with our MCP server and ask it to scrape data from your target site:

Example 
{
  "mcpServers": {
    "zenrows": {
      "command": "npx",
      "args": ["-y", "zenrows-mcp"],
      "env": {
        "ZENROWS_API_KEY": "<YOUR_ZENROWS_API_KEY>"
      }
    }
  }
}

Ready to get started?

Start with 1,000 URLs. No credit card required.
Get your free API key

Frequent Questions

Can ZenRows handle JavaScript-rendered pages?

Yes. If setting up manually, add js_render=true to your request and ZenRows uses a lightweight headless browser to fully render the page before returning content. This handles React, Vue, Angular, and any other dynamically loaded content. That said, using the Adaptive Stealth Mode handles JavaScript rendering automatically at no extra costs. For pages that require user interactions before content loads, use js_instructions to define browser actions like clicks, scrolls, and form inputs.

Is ZenRows compatible with LangChain and LlamaIndex?

Yes, natively. ZenRows has official integrations for LangChain and LlamaIndex. Both handle authentication, rendering, and output formatting automatically, so you can drop ZenRows directly into your existing AI pipeline without rewriting anything.

What types of sites can ZenRows handle?

Any publicly accessible website, including those protected by Cloudflare, DataDome, Akamai, Imperva, and PerimeterX. Adaptive Stealth Mode automatically selects the right bypass configuration for each target, so you don't need to configure anything manually.

Do I pay for failed requests?

No. ZenRows only charges for successful responses. If a request fails, you're not billed for it.

Can I test it before committing to a plan?

Yes. Every new account gets 1,000 free URLs with no credit card required. That's enough to test your real targets and validate success rates before upgrading.