Automate web interactions — scraping, form filling, testing, and multi-step browser workflows.
Category
Browser, desktop, and workflow automation.
Difficulty & Skill
Overview
Web browsers are where most modern work happens, but automating browser interactions has traditionally required writing complex Selenium or Playwright scripts. Setting up browser drivers, handling dynamic content, waiting for elements, and managing sessions — it is hours of boilerplate before you automate a single click.
OpenClaw's Browser Automation use case lets you control a web browser using natural language. Describe what you want — "go to the pricing page, extract the plan names and prices into a table" — and the agent handles navigation, element selection, data extraction, and error recovery automatically.
Powered by the Browser Automation skill (which uses Stagehand CLI under the hood), this works both with a local Chrome browser for development and Browserbase's cloud browser for headless server environments. No Selenium setup, no XPath expressions, no brittle selectors.
How It Works
- Install the Browser Automation skill and optionally configure Browserbase for cloud usage
- Describe the browser task in natural language to the OpenClaw agent
- The agent launches a browser session (local Chrome or cloud Browserbase)
- It translates your instructions into browser actions — clicking, typing, scrolling, extracting data
- For multi-step workflows, the agent maintains session state across page navigations
- Extracted data is returned in structured format, and screenshots can be captured at any step
Example Scenarios
- You need to scrape product prices from a competitor's website weekly — the agent navigates to the right pages, handles pagination, and extracts prices into a CSV
- A QA engineer describes a user flow in plain English — the agent executes it as a browser test and reports whether each step passed
- You need to fill out a multi-page government form with data from a spreadsheet — the agent handles each page, fills fields, and submits
- Your marketing team needs screenshots of the website in different viewport sizes for a presentation — the agent captures them all in one run
- A data analyst needs historical stock data from a financial site that has no API — the agent navigates the date picker and extracts the table data
Frequently Asked Questions
Does it work without Browserbase?
Yes. If no Browserbase API keys are configured, it automatically falls back to using your local Chrome browser. Browserbase is optional and primarily useful for headless/cloud environments.
Can it handle login-protected pages?
Yes. The agent can fill in login forms, handle multi-factor authentication prompts, and maintain session state across navigations. You provide credentials through secure environment variables.
How does it handle dynamic content and SPAs?
The agent waits for elements to be visible and interactive before acting. It handles JavaScript-rendered content, infinite scroll, and single-page application navigation automatically.
Is web scraping legal?
The legality of web scraping depends on your jurisdiction, the site's terms of service, and how you use the data. OpenClaw is a tool — you are responsible for ensuring your usage complies with applicable laws and site policies.