Web Scraping & Data Collection at Scale With Browser-Use
Use Case
Development
Scrape Any Website Like a Real User — No APIs Needed
OpenClaw's browser-use agent navigates any website like a human — LinkedIn, Airbnb, closed portals, government databases. It clicks, scrolls, fills forms, and extracts data. No API keys. No CAPTCHA headaches.
How It Works
The browser-use skill launches a headless browser session. Your agent navigates pages, handles login flows, pagination, and even 2FA prompts. Results get saved to CSV, JSON, or a Notion database — whatever format you need.
Real-World Example
@andrewjiang turned an idea into a working project that collected 4 million posts from 100 top X accounts. From concept to running scraper — all through a single conversation with his agent.
Source: View on 𝕏 ↗
Use Cases for Agencies
Lead generation: Scrape business directories, LinkedIn profiles, review sites
Price monitoring: Track competitor pricing across e-commerce platforms
Research: Collect public data from government portals and databases
Content: Aggregate posts, reviews, and discussions from any platform
With StartClaw, browser-use comes out of the box. No Playwright setup, no proxy configuration.