bug_report
QA 23Lab
NEWS • GUIDES • LEARNING
automation

QA Automation

Frameworks, tools, and best practices for modern test automation — including AI-powered testing

fiber_manual_record 58 resources · Updated daily
14
Automation Tools
200+
Code Examples
8
Frameworks
6
CI/CD Guides

apps Automation Frameworks

PW

Playwright

Microsoft · TypeScript
★ 4.8

Cross-browser E2E testing with auto-wait, fixtures, and parallel execution.

#e2e #typescript #mobile
CY

Cypress

Cypress.io · JavaScript
★ 4.7

Fast, easy and reliable testing for anything that runs in a browser.

#e2e #javascript #component
SE

Selenium

Open Source · Java/Python
★ 4.0

Classic browser automation framework with WebDriver and language bindings.

#webdriver #java #python
WD

WebDriverIO

Open Source · TypeScript
★ 4.3

Next-generation browser automation with devtools and WebDriver support.

#webdriver #typescript #devtools
neurology

AI Automation

NEW
12
AI Tools
6
Self-Healing Frameworks
4
LLM Models
8
MCP Resources

auto_awesome AI Testing Capabilities

healing

Self-Healing Tests

Tests that automatically adapt to UI changes and reduce maintenance effort by up to 60%.

Learn more →
auto_awesome

AI Test Generation

Generate test cases and code from user stories using LLMs. Reduce test creation time by 70-80%.

Learn more →
trending_up

Defect Prediction

AI-powered analytics to predict and prevent defects early in the development cycle.

Learn more →
visibility

Visual AI Testing

AI-powered visual regression testing that intelligently detects UI changes.

Learn more →
model_training

MCP Integration

Model Context Protocol for connecting LLMs to testing infrastructure.

Learn more →
psychology

Intelligent Test Selection

AI selects the most relevant tests to run based on code changes, reducing CI execution time.

Learn more →

build AI Testing Tools

AT

Testim

Self-healing tests with AI-powered maintenance

MC

Mabl

Low-code AI testing with self-healing capabilities

AP

Applitools

Visual AI testing with intelligent visual validation

LA

Launchable

AI-powered test selection and failure analysis

code AI-Powered Code Examples

SELF-HEALING
// Self-healing test with AI selector repair
import { test, expect } from '@playwright/test';
import { selfHeal } from '@ai/test-sdk';

test.describe('Self-Healing Login', () => {
  test('should login with self-healing selectors', async ({ page }) => {
    const emailField = await selfHeal.find(page, {
      originalSelector: '[data-testid="email-input"]',
      fallbackSelectors: ['#email', '[name="email"]'],
      aiEnabled: true
    });
    await emailField.fill('user@example.com');
    await page.click('[data-testid="login-button"]');
    await expect(page).toHaveURL('/dashboard');
  });
});

trending_up Why AI Automation?

speed
70% faster test creation

AI generates tests from requirements

healing
60% less maintenance

Self-healing tests adapt to changes

visibility
Better coverage

AI identifies gaps and edge cases

trending_up
Early bug detection

Predictive analytics catch issues early

code Traditional Automation Code Examples

PLAYWRIGHT E2E Test
Basic login flow
// Playwright E2E login test
import { test, expect } from '@playwright/test';

test.describe('Authentication Flow', () => {
  test('should login successfully', async ({ page }) => {
    await page.goto('/login');
    await page.fill('#email', 'user@example.com');
    await page.fill('#password', 'SecurePass123');
    await page.click('[type="submit"]');
    await expect(page).toHaveURL('/dashboard');
  });
});
API REST API Test
Request validation
// API test with Playwright
import { test, expect } from '@playwright/test';

test('should fetch user data', async ({ request }) => {
  const response = await request.get('https://api.example.com/users/1');
  await expect(response.ok()).toBeTruthy();
  
  const data = await response.json();
  await expect(data).toMatchObject({
    id: 1,
    email: 'user@example.com'
  });
});

lightbulb Automation Best Practices

check_circle
Use data attributes

Prefer data-testid over CSS classes

check_circle
Keep tests independent

Each test should run in isolation

check_circle
Use page objects

Encapsulate selectors and actions

check_circle
Parallel execution

Run tests in parallel for speed

check_circle
CI/CD integration

Automate test execution in pipelines

check_circle
Visual regression

Catch UI bugs with visual testing

compare_arrows Framework Comparison

Feature Playwright Cypress Selenium
Language TypeScript/JS JavaScript Java, Python, JS
Browser Support Chrome, Firefox, WebKit Chrome, Firefox, Edge All major browsers
Auto-wait ✓ ✓ ✗
Parallel Execution ✓ ✓ ✓
API Testing ✓ ✗ ✗
Learning Curve Low Low Medium

settings_ethernet CI/CD Integration

Run your automation tests in CI/CD pipelines with these examples:

GITHUB ACTIONS
name: Playwright Tests
on: [push, pull_request]
jobs:
  test:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v4
      - uses: actions/setup-node@v4
      - run: npm ci
      - run: npx playwright test
JENKINS
pipeline {
  agent any
  stages {
    stage('Test') {
      steps {
        sh 'npm ci'
        sh 'npx playwright test'
      }
    }
  }
}

school Automation Learning Path

1 Learn basics
→
2 Pick a framework
→
3 Write your first test
→
4 CI/CD integration
→
5 AI-powered testing