Browser Automation Beyond Screenshots

Analyzing web elements with Playwright.

Beyond Simple Crawling

Most browser automation focuses on content extraction: get the text, download the files. But there’s value in understanding the structure itself.

The browser automation project started as a question: what if instead of just crawling a page, you could analyze it?

What Gets Analyzed

Interactive Elements

Not just “this page has a search box.” The analysis identifies:

  • What type of element it is (button, input, link)
  • What framework it’s using (React, Vue, vanilla)
  • What event handlers are attached
  • Whether it’s visible, enabled, or a footer element

Visual Structure

The visualization layer draws bounding boxes:

  • Green boxes around input fields
  • Red boxes around buttons
  • Blue boxes around links

The color coding makes it instantly clear what interactions are available.

Practical Applications

This kind of analysis is useful for:

  1. Accessibility auditing — Find unlabeled interactive elements
  2. Competitive analysis — See how competitor sites structure their flows
  3. Test generation — Identify elements that need test coverage
  4. Framework detection — Understand what technologies a site uses

The Technical Challenge

The tricky part isn’t taking screenshots — it’s mapping DOM elements to screen coordinates accurately. Playwright provides bounding boxes, but handling scroll, responsive layouts, and dynamic content requires careful handling.

JavaScript injection extracts element metadata: role, aria-label, tabindex, event handlers. This gives the analysis depth beyond simple visual inspection.