Browser Automation

Browser Automation

Browser automation powers web testing, scraping, and AI agent interactions. The difference between a flaky script and a reliable system comes down to understanding selectors, waiting strategies, and anti-detection patterns.

This skill covers Playwright (recommended) and Puppeteer, with patterns for testing, scraping, and agentic browser control. Key insight: Playwright won the framework war. Unless you need Puppeteer's stealth ecosystem or are Chrome-only, Playwright is the better choice in 2025.

Critical distinction: Testing automation (predictable apps you control) vs scraping/agent automation (unpredictable sites that fight back). Different problems, different solutions.

Principles

• Use user-facing locators (getByRole, getByText) over CSS/XPath
• Never add manual waits - Playwright's auto-wait handles it
• Each test/task should be fully isolated with fresh context
• Screenshots and traces are your debugging lifeline
• Headless for CI, headed for debugging
• Anti-detection is cat-and-mouse - stay current or get blocked

Capabilities

• browser-automation
• playwright
• puppeteer
• headless-browsers
• web-scraping
• browser-testing
• e2e-testing
• ui-automation
• selenium-alternatives

Scope

• api-testing → backend
• load-testing → performance-thinker
• accessibility-testing → accessibility-specialist
• visual-regression-testing → ui-design

Tooling

Frameworks

• Playwright - When: Default choice - cross-browser, auto-waiting, best DX Note: 96% success rate, 4.5s avg execution, Microsoft-backed
• Puppeteer - When: Chrome-only, need stealth plugins, existing codebase Note: 75% success rate at scale, but best stealth ecosystem
• Selenium - When: Legacy systems, specific language bindings Note: Slower, more verbose, but widest browser support

Stealth_tools

• puppeteer-extra-plugin-stealth - When: Need to bypass bot detection with Puppeteer Note: Gold standard for anti-detection
• playwright-extra - When: Stealth plugins for Playwright Note: Port of puppeteer-extra ecosystem
• undetected-chromedriver - When: Selenium anti-detection Note: Dynamic bypass of detection

Cloud_browsers

• Browserbase - When: Managed headless infrastructure Note: Built-in stealth mode, session management
• BrowserStack - When: Cross-browser testing at scale Note: Real devices, CI integration

Patterns

Test Isolation Pattern

Each test runs in complete isolation with fresh state

When to use: Testing, any automation that needs reproducibility

TEST ISOLATION:

""" Each test gets its own:

• Browser context (cookies, storage)
• Fresh page
• Clean state """

Playwright Test Example

""" import { test, expect } from '@playwright/test';

// Each test runs in isolated browser context test('user can add item to cart', async ({ page }) => { // Fresh context - no cookies, no storage from other tests await page.goto('/products'); await page.getByRole('button', { name: 'Add to Cart' }).click(); await expect(page.getByTestId('cart-count')).toHaveText('1'); });

test('user can remove item from cart', async ({ page }) => { // Completely isolated - cart is empty await page.goto('/cart'); await expect(page.getByText('Your cart is empty')).toBeVisible(); }); """

Shared Authentication Pattern

""" // Save auth state once, reuse across tests // setup.ts import { test as setup } from '@playwright/test';

setup('authenticate', async ({ page }) => { await page.goto('/login'); await page.getByLabel('Email').fill('user@example.com'); await page.getByLabel('Password').fill('password'); await page.getByRole('button', { name: 'Sign in' }).click();

// Wait for auth to complete await page.waitForURL('/dashboard');

// Save authentication state await page.context().storageState({ path: './playwright/.auth/user.json' }); });

// playwright.config.ts export default defineConfig({ projects: [ { name: 'setup', testMatch: /.*.setup.ts/ }, { name: 'tests', dependencies: ['setup'], use: { storageState: './playwright/.auth/user.json', }, }, ], }); """

User-Facing Locator Pattern

Select elements the way users see them

When to use: Always - the default approach for selectors

USER-FACING LOCATORS:

""" Priority order:

1. getByRole - Best: matches accessibility tree
2. getByText - Good: matches visible content
3. getByLabel - Good: matches form labels
4. getByTestId - Fallback: explicit test contracts
5. CSS/XPath - Last resort: fragile, avoid """

Good Examples (User-Facing)

""" // By role - THE BEST CHOICE await page.getByRole('button', { name: 'Submit' }).click(); await page.getByRole('link', { name: 'Sign up' }).click(); await page.getByRole('heading', { name: 'Dashboard' }).isVisible(); await page.getByRole('textbox', { name: 'Search' }).fill('query');

// By text content await page.getByText('Welcome back').isVisible(); await page.getByText(/Order #\d+/).click(); // Regex supported

// By label (forms) await page.getByLabel('Email address').fill('user@example.com'); await page.getByLabel('Password').fill('secret');

// By placeholder await page.getByPlaceholder('Search...').fill('query');

// By test ID (when no user-facing option works) await page.getByTestId('submit-button').click(); """

Bad Examples (Fragile)

""" // DON'T - CSS selectors tied to structure await page.locator('.btn-primary.submit-form').click(); await page.locator('#header > div > button:nth-child(2)').click();

// DON'T - XPath tied to structure await page.locator('//div[@class="form"]/button[1]').click();

// DON'T - Auto-generated selectors await page.locator('[data-v-12345]').click(); """

Filtering and Chaining

""" // Filter by containing text await page.getByRole('listitem') .filter({ hasText: 'Product A' }) .getByRole('button', { name: 'Add to cart' }) .click();

// Filter by NOT containing await page.getByRole('listitem') .filter({ hasNotText: 'Sold out' }) .first() .click();

// Chain locators const row = page.getByRole('row', { name: 'John Doe' }); await row.getByRole('button', { name: 'Edit' }).click(); """

Auto-Wait Pattern

Let Playwright wait automatically, never add manual waits

When to use: Always with Playwright

AUTO-WAIT PATTERN:

""" Playwright waits automatically for:

• Element to be attached to DOM
• Element to be visible
• Element to be stable (not animating)
• Element to receive events
• Element to be enabled

NEVER add manual waits! """

Wrong - Manual Waits

""" // DON'T DO THIS await page.goto('/dashboard'); await page.waitForTimeout(2000); // NO! Arbitrary wait await page.click('.submit-button');

// DON'T DO THIS await page.waitForSelector('.loading-spinner', { state: 'hidden' }); await page.waitForTimeout(500); // "Just to be safe" - NO! """

Correct - Let Auto-Wait Work

""" // Auto-waits for button to be clickable await page.getByRole('button', { name: 'Submit' }).click();

// Auto-waits for text to appear await expect(page.getByText('Success!')).toBeVisible();

// Auto-waits for navigation to complete await page.goto('/dashboard'); // Page is ready - no manual wait needed """

When You DO Need to Wait

""" // Wait for specific network request const responsePromise = page.waitForResponse( response => response.url().includes('/api/data') ); await page.getByRole('button', { name: 'Load' }).click(); const response = await responsePromise;

// Wait for URL change await Promise.all([ page.waitForURL('**/dashboard'), page.getByRole('button', { name: 'Login' }).click(), ]);

// Wait for download const downloadPromise = page.waitForEvent('download'); await page.getByText('Export CSV').click(); const download = await downloadPromise; """

Stealth Browser Pattern

Avoid bot detection for scraping

When to use: Scraping sites with anti-bot protection

STEALTH BROWSER PATTERN:

""" Bot detection checks for:

• navigator.webdriver property
• Chrome DevTools protocol artifacts
• Browser fingerprint inconsistencies
• Behavioral patterns (perfect timing, no mouse movement)
• Headless indicators """

Puppeteer Stealth (Best Anti-Detection)

""" import puppeteer from 'puppeteer-extra'; import StealthPlugin from 'puppeteer-extra-plugin-stealth';

puppeteer.use(StealthPlugin());

const browser = await puppeteer.launch({ headless: 'new', args: [ '--no-sandbox', '--disable-setuid-sandbox', '--disable-blink-features=AutomationControlled', ], });

const page = await browser.newPage();

// Set realistic viewport await page.setViewport({ width: 1920, height: 1080 });

// Realistic user agent await page.setUserAgent( 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 ' + '(KHTML, like Gecko) Chrome/120.0.0.0 Safari/537.36' );

// Navigate with human-like behavior await page.goto('https://target-site.com', { waitUntil: 'networkidle0', }); """

Playwright Stealth

""" import { chromium } from 'playwright-extra'; import stealth from 'puppeteer-extra-plugin-stealth';

chromium.use(stealth());

const browser = await chromium.launch({ headless: true }); const context = await browser.newContext({ viewport: { width: 1920, height: 1080 }, userAgent: 'Mozilla/5.0 ...', locale: 'en-US', timezoneId: 'America/New_York', }); """

Human-Like Behavior

""" // Random delays between actions const randomDelay = (min: number, max: number) => new Promise(r => setTimeout(r, Math.random() * (max - min) + min));

await page.goto(url); await randomDelay(500, 1500);

// Mouse movement before click const button = await page.$('button.submit'); const box = await button.boundingBox(); await page.mouse.move( box.x + box.width / 2, box.y + box.height / 2, { steps: 10 } // Move in steps like a human ); await randomDelay(100, 300); await button.click();

// Scroll naturally await page.evaluate(() => { window.scrollBy({ top: 300 + Math.random() * 200, behavior: 'smooth' }); }); """

Error Recovery Pattern

Handle failures gracefully with screenshots and retries

When to use: Any production automation

ERROR RECOVERY PATTERN:

Automatic Screenshot on Failure

""" // playwright.config.ts export default defineConfig({ use: { screenshot: 'only-on-failure', trace: 'retain-on-failure', video: 'retain-on-failure', }, retries: 2, // Retry failed tests }); """

Try-Catch with Debug Info

""" async function scrapeProduct(page: Page, url: string) { try { await page.goto(url, { timeout: 30000 });

const title = await page.getByRole('heading', { level: 1 }).textContent();
const price = await page.getByTestId('price').textContent();

return { title, price, success: true };

} catch (error) { // Capture debug info const screenshot = await page.screenshot({ path: errors/${Date.now()}-error.png, fullPage: true });

const html = await page.content();
await fs.writeFile(`errors/${Date.now()}-page.html`, html);

console.error({
  url,
  error: error.message,
  currentUrl: page.url(),
});

return { success: false, error: error.message };

} } """

Retry with Exponential Backoff

""" async function withRetry( fn: () => Promise, maxRetries = 3, baseDelay = 1000 ): Promise { let lastError: Error;

for (let attempt = 0; attempt < maxRetries; attempt++) { try { return await fn(); } catch (error) { lastError = error;

  if (attempt < maxRetries - 1) {
    const delay = baseDelay * Math.pow(2, attempt);
    const jitter = delay * 0.1 * Math.random();
    await new Promise(r => setTimeout(r, delay + jitter));
  }
}

}

throw lastError; }

// Usage const result = await withRetry( () => scrapeProduct(page, url), 3, 2000 ); """

Parallel Execution Pattern

Run tests/tasks in parallel for speed

When to use: Multiple independent pages or tests

PARALLEL EXECUTION:

Playwright Test Parallelization

""" // playwright.config.ts export default defineConfig({ fullyParallel: true, workers: process.env.CI ? 4 : undefined, // CI: 4 workers, local: CPU-based

projects: [ { name: 'chromium', use: { ...devices['Desktop Chrome'] } }, { name: 'firefox', use: { ...devices['Desktop Firefox'] } }, { name: 'webkit', use: { ...devices['Desktop Safari'] } }, ], }); """

Browser Contexts for Parallel Scraping

""" const browser = await chromium.launch();

const urls = ['url1', 'url2', 'url3', 'url4', 'url5'];

// Create multiple contexts - each is isolated const results = await Promise.all( urls.map(async (url) => { const context = await browser.newContext(); const page = await context.newPage();

try {
  await page.goto(url);
  const data = await extractData(page);
  return { url, data, success: true };
} catch (error) {
  return { url, error: error.message, success: false };
} finally {
  await context.close();
}

}) );

await browser.close(); """

Rate-Limited Parallel Processing

""" import pLimit from 'p-limit';

const limit = pLimit(5); // Max 5 concurrent

const results = await Promise.all( urls.map(url => limit(async () => { const context = await browser.newContext(); const page = await context.newPage();

// Random delay between requests
await new Promise(r => setTimeout(r, Math.random() * 2000));

try {
  return await scrapePage(page, url);
} finally {
  await context.close();
}

})) ); """

Network Interception Pattern

Mock, block, or modify network requests

When to use: Testing, blocking ads/analytics, modifying responses

NETWORK INTERCEPTION:

Block Unnecessary Resources

""" await page.route('**/*', (route) => { const url = route.request().url(); const resourceType = route.request().resourceType();

// Block images, fonts, analytics for faster scraping if (['image', 'font', 'media'].includes(resourceType)) { return route.abort(); }

// Block tracking/analytics if (url.includes('google-analytics') || url.includes('facebook.com/tr')) { return route.abort(); }

return route.continue(); }); """

Mock API Responses (Testing)

""" await page.route('**/api/products', async (route) => { await route.fulfill({ status: 200, contentType: 'application/json', body: JSON.stringify([ { id: 1, name: 'Mock Product', price: 99.99 }, ]), }); });

// Now page will receive mocked data await page.goto('/products'); """

Capture API Responses

""" const apiResponses: any[] = [];

page.on('response', async (response) => { if (response.url().includes('/api/')) { const data = await response.json().catch(() => null); apiResponses.push({ url: response.url(), status: response.status(), data, }); } });

await page.goto('/dashboard'); // apiResponses now contains all API calls """

Sharp Edges

Using waitForTimeout Instead of Proper Waits

Severity: CRITICAL

Situation: Waiting for elements or page state

Symptoms: Tests pass locally, fail in CI. Pass 9 times, fail on the 10th. "Element not found" errors that seem random. Tests take 30+ seconds when they should take 3.

Why this breaks: waitForTimeout is a fixed delay. If the page loads in 500ms, you wait 2000ms anyway. If the page takes 2100ms (CI is slower), you fail. There's no correct value - it's always either too short or too long.

Recommended fix:

REMOVE all waitForTimeout calls

WRONG:

await page.goto('/dashboard'); await page.waitForTimeout(2000); # Arbitrary! await page.click('.submit');

CORRECT - Auto-wait handles it:

await page.goto('/dashboard'); await page.getByRole('button', { name: 'Submit' }).click();

If you need to wait for specific condition:

await expect(page.getByText('Dashboard')).toBeVisible(); await page.waitForURL('**/dashboard'); await page.waitForResponse(resp => resp.url().includes('/api/data'));

For animations, wait for element to be stable:

await page.getByRole('button').click(); # Auto-waits for stable

NEVER use setTimeout or waitForTimeout in production code

CSS Selectors Tied to Styling Classes

Severity: HIGH

Situation: Selecting elements for interaction

Symptoms: Tests break after CSS refactoring. Selectors like .btn-primary stop working. Frontend redesign breaks all tests without changing behavior.

Why this breaks: CSS class names are implementation details for styling, not semantic meaning. When designers change from .btn-primary to .button--primary, your tests break even though behavior is identical.

Recommended fix:

Use user-facing locators instead:

WRONG - Tied to CSS:

await page.locator('.btn-primary.submit-form').click(); await page.locator('#sidebar > div.menu > ul > li:nth-child(3)').click();

CORRECT - User-facing:

await page.getByRole('button', { name: 'Submit' }).click(); await page.getByRole('menuitem', { name: 'Settings' }).click();

If you must use CSS, use data-testid:

Submit

await page.getByTestId('submit-order').click();

Locator priority:

1. getByRole - matches accessibility

2. getByText - matches visible content

3. getByLabel - matches form labels

4. getByTestId - explicit test contract

5. CSS/XPath - last resort only

navigator.webdriver Exposes Automation

Severity: HIGH

Situation: Scraping sites with bot detection

Symptoms: Immediate 403 errors. CAPTCHA challenges. Empty pages. "Access Denied" messages. Works for 1 request, then gets blocked.

Why this breaks: By default, headless browsers set navigator.webdriver = true. This is the first thing bot detection checks. It's a bright red flag that says "I'm automated."

Recommended fix:

Use stealth plugins:

Puppeteer Stealth (best option):

import puppeteer from 'puppeteer-extra'; import StealthPlugin from 'puppeteer-extra-plugin-stealth';

puppeteer.use(StealthPlugin());

const browser = await puppeteer.launch({ headless: 'new', args: ['--disable-blink-features=AutomationControlled'], });

Playwright Stealth:

import { chromium } from 'playwright-extra'; import stealth from 'puppeteer-extra-plugin-stealth';

chromium.use(stealth());

Manual (partial):

await page.evaluateOnNewDocument(() => { Object.defineProperty(navigator, 'webdriver', { get: () => undefined, }); });

Note: This is cat-and-mouse. Detection evolves.

For serious scraping, consider managed solutions like Browserbase.

Tests Share State and Affect Each Other

Severity: HIGH

Situation: Running multiple tests in sequence

Symptoms: Tests pass individually but fail when run together. Order matters - test B fails if test A runs first. Random failures that "fix themselves" on rerun.

Why this breaks: Shared browser context means shared cookies, localStorage, and session state. Test A logs in, test B expects logged-out state. Test A adds item to cart, test B's cart count is wrong.

Recommended fix:

Each test must be fully isolated:

Playwright Test (automatic isolation):

test('first test', async ({ page }) => { // Fresh context, fresh page });

test('second test', async ({ page }) => { // Completely isolated from first test });

Manual isolation:

const context = await browser.newContext(); // Fresh context const page = await context.newPage(); // ... test code ... await context.close(); // Clean up

Shared authentication (the right way):

// 1. Save auth state to file await context.storageState({ path: './auth.json' });

// 2. Reuse in other tests const context = await browser.newContext({ storageState: './auth.json' });

Never modify global state in tests

Never rely on previous test's actions

No Trace Capture for CI Failures

Severity: MEDIUM

Situation: Debugging test failures in CI

Symptoms: "Test failed in CI" with no useful information. Can't reproduce locally. Screenshot shows page but not what went wrong. Guessing at root cause.

Why this breaks: CI runs headless on different hardware. Timing is different. Network is different. Without traces, you can't see what actually happened - the sequence of actions, network requests, console logs.

Recommended fix:

Enable traces for failures:

playwright.config.ts:

export default defineConfig({ use: { trace: 'retain-on-failure', # Keep trace on failure screenshot: 'only-on-failure', # Screenshot on failure video: 'retain-on-failure', # Video on failure }, outputDir: './test-results', });

View trace locally:

npx playwright show-trace test-results/path/to/trace.zip

In CI, upload test-results as artifact:

GitHub Actions:

• uses: actions/upload-artifact@v3 if: failure() with: name: playwright-traces path: test-results/

Trace shows:

- Timeline of actions

- Screenshots at each step

- Network requests and responses

- Console logs

- DOM snapshots

Tests Pass Headed but Fail Headless

Severity: MEDIUM

Situation: Running tests in headless mode for CI

Symptoms: Works perfectly when you watch it. Fails mysteriously in CI. "Element not visible" in headless but visible in headed mode.

Why this breaks: Headless browsers have no display, which affects some CSS (visibility calculations), viewport sizing, and font rendering. Some animations behave differently. Popup windows may not work.

Recommended fix:

Set consistent viewport:

const browser = await chromium.launch({ headless: true, });

const context = await browser.newContext({ viewport: { width: 1280, height: 720 }, });

Or in config:

export default defineConfig({ use: { viewport: { width: 1280, height: 720 }, }, });

Debug headless failures:

1. Run with headed mode locally

npx playwright test --headed

2. Slow down to watch

npx playwright test --headed --slowmo 100

3. Use trace viewer for CI failures

npx playwright show-trace trace.zip

4. For stubborn issues, screenshot at failure point:

await page.screenshot({ path: 'debug.png', fullPage: true });

Getting Blocked by Rate Limiting

Severity: HIGH

Situation: Scraping multiple pages quickly

Symptoms: Works for first 50 pages, then 429 errors. Suddenly all requests fail. IP gets blocked. CAPTCHA starts appearing after successful requests.

Why this breaks: Sites monitor request patterns. 100 requests per second from one IP is obviously automated. Rate limits protect servers and catch scrapers.

Recommended fix:

Add delays between requests:

const randomDelay = () => new Promise(r => setTimeout(r, 1000 + Math.random() * 2000));

for (const url of urls) { await randomDelay(); // 1-3 second delay await page.goto(url); // ... scrape ... }

Use rotating proxies:

const proxies = ['http://proxy1:8080', 'http://proxy2:8080']; let proxyIndex = 0;

const getNextProxy = () => proxies[proxyIndex++ % proxies.length];

const context = await browser.newContext({ proxy: { server: getNextProxy() }, });

Limit concurrent requests:

import pLimit from 'p-limit'; const limit = pLimit(3); // Max 3 concurrent

await Promise.all( urls.map(url => limit(() => scrapePage(url))) );

Rotate user agents:

const userAgents = [ 'Mozilla/5.0 (Windows...', 'Mozilla/5.0 (Macintosh...', ];

await page.setExtraHTTPHeaders({ 'User-Agent': userAgents[Math.floor(Math.random() * userAgents.length)] });

New Windows/Popups Not Handled

Severity: MEDIUM

Situation: Clicking links that open new windows

Symptoms: Click button, nothing happens. Test hangs. "Window not found" errors. Actions succeed but verification fails because you're on wrong page.

Why this breaks: target="_blank" links open new windows. Your page reference still points to the original page. The new window exists but you're not listening for it.

Recommended fix:

Wait for popup BEFORE triggering it:

New window/tab:

const pagePromise = context.waitForEvent('page'); await page.getByRole('link', { name: 'Open in new tab' }).click(); const newPage = await pagePromise; await newPage.waitForLoadState();

// Now interact with new page await expect(newPage.getByRole('heading')).toBeVisible();

// Close when done await newPage.close();

Popup windows:

const popupPromise = page.waitForEvent('popup'); await page.getByRole('button', { name: 'Open popup' }).click(); const popup = await popupPromise; await popup.waitForLoadState();

Multiple windows:

const pages = context.pages(); // Get all open pages

Can't Interact with Elements in iframes

Severity: MEDIUM

Situation: Page contains embedded iframes

Symptoms: Element clearly visible but "not found". Selector works in DevTools but not in Playwright. Parent page selectors work, iframe content doesn't.

Why this breaks: iframes are separate documents. page.locator only searches the main frame. You need to explicitly get the iframe's frame to interact with its contents.

Recommended fix:

Get frame by name or selector:

By frame name:

const frame = page.frame('payment-iframe'); await frame.getByRole('textbox', { name: 'Card number' }).fill('4242...');

By selector:

const frame = page.frameLocator('iframe#payment'); await frame.getByRole('textbox', { name: 'Card number' }).fill('4242...');

Nested iframes:

const outer = page.frameLocator('iframe#outer'); const inner = outer.frameLocator('iframe#inner'); await inner.getByRole('button').click();

Wait for iframe to load:

await page.waitForSelector('iframe#payment'); const frame = page.frameLocator('iframe#payment'); await frame.getByText('Secure Payment').waitFor();

Validation Checks

Using waitForTimeout

Severity: ERROR

waitForTimeout causes flaky tests and slow execution

Message: Using waitForTimeout - remove it. Playwright auto-waits for elements. Use waitForResponse, waitForURL, or assertions instead.

Using setTimeout in Test Code

Severity: WARNING

setTimeout is unreliable for timing in tests

Message: Using setTimeout instead of Playwright waits. Replace with await expect(...).toBeVisible() or page.waitFor*.

Custom Sleep Function

Severity: WARNING

Sleep functions indicate improper waiting strategy

Message: Custom sleep function detected. Use Playwright's built-in waiting mechanisms instead.

CSS Class Selector Used

Severity: WARNING

CSS class selectors are fragile

Message: Using CSS class selector. Prefer getByRole, getByText, getByLabel, or getByTestId for more stable selectors.

nth-child CSS Selector

Severity: WARNING

Position-based selectors are very fragile

Message: Using position-based selector. These break when DOM order changes. Use user-facing locators instead.

XPath Selector Used

Severity: INFO

XPath should be last resort

Message: Using XPath selector. Consider getByRole, getByText first. XPath should be last resort for complex DOM traversal.

Auto-Generated Selector

Severity: WARNING

Framework-generated selectors are extremely fragile

Message: Using auto-generated selector. These change on every build. Use data-testid instead.

Puppeteer Without Stealth Plugin

Severity: INFO

Scraping without stealth is easily detected

Message: Using Puppeteer without stealth plugin. Consider puppeteer-extra-plugin-stealth for anti-detection.

navigator.webdriver Not Hidden

Severity: INFO

navigator.webdriver exposes automation

Message: Launching browser without hiding automation flags. For scraping, add stealth measures.

Scraping Loop Without Error Handling

Severity: WARNING

One failure shouldn't crash entire scrape

Message: Scraping loop without try/catch. One page failure will crash the entire scrape. Add error handling.

Collaboration

Delegation Triggers

• user needs full desktop control beyond browser -> computer-use-agents (Desktop automation for non-browser apps)
• user needs API testing alongside browser tests -> backend (API integration and testing patterns)
• user needs testing strategy -> test-architect (Overall test architecture decisions)
• user needs visual regression testing -> ui-design (Visual comparison and design validation)
• user needs browser automation in workflows -> workflow-automation (Durable execution for browser tasks)
• user building browser tools for agents -> agent-tool-builder (Tool design patterns for LLM agents)

Related Skills

Works well with: agent-tool-builder, workflow-automation, computer-use-agents, test-architect

When to Use

• User mentions or implies: playwright
• User mentions or implies: puppeteer
• User mentions or implies: browser automation
• User mentions or implies: headless
• User mentions or implies: web scraping
• User mentions or implies: e2e test
• User mentions or implies: end-to-end
• User mentions or implies: selenium
• User mentions or implies: chromium
• User mentions or implies: browser test
• User mentions or implies: page.click
• User mentions or implies: locator