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Vibe Scraping

Describe what you want, get structured data—no selectors needed

Transform any website into structured data using natural language. Our AI understands page context, handles dynamic content, and adapts to layout changes automatically. Aggregate content from multiple sources, synthesize research, and monitor changes—all without writing code.

Start Extracting DataView API Docs

Watch: Vibe Scraping in action

The Problem

Traditional web scraping tools rely on brittle CSS selectors and XPath expressions that break whenever a website updates its layout. Teams spend more time maintaining scrapers than actually using the data. JavaScript-heavy sites, anti-bot measures, and authentication add layers of complexity. Worse, when you need to aggregate content across dozens of sources for research or monitoring, the maintenance burden multiplies.

The Landscape

The web scraping landscape has evolved from simple HTML parsers like BeautifulSoup to browser automation with Selenium and Playwright, and now to AI-powered solutions. Traditional tools like Scrapy require extensive coding and constant maintenance. Browser extensions like Instant Data Scraper work for simple cases but fail on complex sites. API-based services like Firecrawl extract content but can't interact with dynamic elements or synthesize across sources. rtrvr.ai represents the next generation: AI that understands pages like humans do, adapting to changes without code updates.

Why rtrvr.ai for Vibe Scraping

Purpose-built AI that understands the web like humans do.

Zero Maintenance

Our Smart DOM Trees understand page semantics, not selectors. When sites redesign, your extractions keep working.

Anti-Detection Built In

Custom browser control technology bypasses bot detection that blocks Puppeteer, Playwright, and traditional automation.

10x Faster Setup

Describe what you need in plain English. No coding, no selector debugging, no test/fix cycles.

Structured Output

Define your schema once. Every extraction validates against it, ensuring clean data for downstream systems.

How It Works

1

Provide URLs

Enter a single URL, upload a spreadsheet with thousands of targets, or describe sources to monitor.

2

Describe Your Data

Tell the agent what to extract in natural language: 'Get product name, price, and reviews' or 'Summarize key themes from these articles.'

3

Agent Executes

Our 20+ sub-agents navigate, scroll, paginate, extract, and optionally synthesize—handling any complexity automatically.

4

Get Structured Data

Receive validated JSON/CSV via API, webhook, or directly in Google Sheets. Schedule for continuous monitoring.

Use It Your Way

Access rtrvr.ai through the interface that fits your workflow—extension, cloud, WhatsApp, or API.

Chrome Extension

Browser Extension

Extract data from any page you're viewing, including authenticated sites and subscription content. Uses your existing sessions for seamless access.

Cloud Platform

Cloud Platform

Scale to thousands of pages with parallel execution. Schedule automated aggregation and receive daily/weekly research briefs.

WhatsApp Bot

WhatsApp Bot

Send a URL via WhatsApp and receive extracted data or a quick summary back instantly. Perfect for mobile research.

API/MCP

API Integration

Single endpoint for any extraction task. Send URLs and prompts, receive structured JSON. Integrates with n8n, Zapier, and custom pipelines.

The rtrvr.ai Advantage

Proprietary technology that makes our automation more reliable, faster, and harder to detect than any competitor.

Smart DOM Trees

Our proprietary text-based representation captures all information and possible actions on any webpage. Unlike screenshot-based competitors, we understand the actual structure and semantics of web pages.

20+ Specialized Sub-Agents

A master planner orchestrates over 20 specialized agents—action, extraction, crawl, PDF, form-filling—each optimized for specific tasks. This hierarchical approach dramatically outperforms single-agent systems.

Your Browser, Your Sessions

Run automations in your own browser with your existing logins and sessions. Access walled gardens, authenticated portals, and private data without sharing credentials.

Undetectable Cloud Execution

Unlike competitors using Puppeteer/Playwright, our cloud platform controls browsers via a custom extension. This eliminates CDP detection failures and bypasses bot protection that blocks traditional automation.

Text-Only DOM Recordings

Record workflows once, replay perfectly forever. Our recordings capture DOM interactions as text—not pixels—making them resilient to visual changes while maintaining exact execution fidelity.

Remote Browser Triggering

Trigger your local browser from n8n, Zapier, or custom scripts. Automate sites that block cloud IPs or require local network access without compromising on orchestration capabilities.

Example Prompts

Just describe what you need in natural language. The agent handles the complexity.

"Extract all product names, prices, and ratings from this Amazon search results page"
"Get the company name, employee count, and headquarters from each LinkedIn company page"
"Pull all job postings including title, salary, and requirements from this careers page"
"Scrape article headlines, authors, and publish dates from the last 50 blog posts"
"Aggregate the top 10 AI news articles from this week and summarize key themes"

Key Features

Natural language extraction—describe what you want, get structured JSON/CSV
Automatic pagination and infinite scroll handling
JavaScript rendering and dynamic content support
Schema validation for consistent data output
Parallel extraction across thousands of URLs
Built-in proxy rotation and rate limiting
Export to Google Sheets, Airtable, or webhooks
Document and PDF extraction

Frequently Asked Questions

Common questions about using rtrvr.ai for vibe scraping.

How does rtrvr.ai handle websites that change their layout?

Our Smart DOM Trees understand page semantics and context, not just HTML structure. When a site redesigns, the AI recognizes that a 'price' is still a 'price' even if the CSS class changed from 'product-price' to 'item-cost'. This eliminates the constant maintenance that plagues traditional scrapers.

Can I scrape websites that require login?

Yes. With the browser extension, you use your existing authenticated sessions. For cloud execution, you can provide credentials or use our remote browser triggering feature to run from your local machine where you're already logged in.

How do you handle anti-bot protection?

Unlike competitors using Puppeteer or Playwright (which are easily detected via CDP signatures), our cloud platform controls real browsers through a custom extension. This makes our automation indistinguishable from human browsing.

What's the difference between rtrvr.ai and tools like Firecrawl or Browse AI?

Firecrawl and Browse AI extract static content but can't interact with pages—no clicking, form filling, or handling dynamic content. rtrvr.ai is a full browser agent that can navigate, scroll, click, and extract in a single workflow. Plus, we can synthesize and summarize across multiple sources.

How do I ensure consistent data structure across thousands of pages?

Define your output schema and our extraction agent validates every result against it. Malformed data is flagged, and the agent can retry or adapt its approach to ensure consistency.

Can you aggregate content from paywalled sites?

With the browser extension, you use your existing subscriptions. For sites you're subscribed to, the agent extracts content using your authenticated session—no credential sharing required.

How does AI summarization work for aggregated content?

After extraction, our agent uses LLMs to summarize content, identify themes, and categorize articles. You can specify the summary style, length, and focus areas. Output can be raw data, summaries, or both.

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Compare

  • rtrvr vs Apify
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