Testing Strategies
Overview
Testing pyramid, patterns, and practices for building reliable software.
Testing Pyramid
/\
/ \
/ E2E\ Few, slow, expensive
/──────\
/ \
/Integration\ Some, medium speed
/──────────────\
/ \
/ Unit Tests \ Many, fast, cheap /____________________\
Level Speed Scope Quantity
Unit Fast (ms) Single function/class Many (70%)
Integration Medium (s) Multiple components Some (20%)
E2E Slow (min) Full system Few (10%)
Unit Testing
Structure: Arrange-Act-Assert
describe('calculateDiscount', () => { it('applies 10% discount for orders over $100', () => { // Arrange const order = { items: [{ price: 150 }] }; const discountService = new DiscountService();
// Act
const result = discountService.calculateDiscount(order);
// Assert
expect(result).toBe(15);
});
it('returns 0 for orders under $100', () => { // Arrange const order = { items: [{ price: 50 }] }; const discountService = new DiscountService();
// Act
const result = discountService.calculateDiscount(order);
// Assert
expect(result).toBe(0);
}); });
Mocking
// Mock dependencies const mockEmailService = { send: jest.fn().mockResolvedValue({ success: true }) };
const mockUserRepo = { findById: jest.fn().mockResolvedValue({ id: '1', email: 'test@example.com' }) };
describe('NotificationService', () => { let service: NotificationService;
beforeEach(() => { jest.clearAllMocks(); service = new NotificationService(mockEmailService, mockUserRepo); });
it('sends email to user', async () => { await service.notifyUser('1', 'Hello!');
expect(mockUserRepo.findById).toHaveBeenCalledWith('1');
expect(mockEmailService.send).toHaveBeenCalledWith(
'test@example.com',
'Hello!'
);
});
it('throws when user not found', async () => { mockUserRepo.findById.mockResolvedValue(null);
await expect(service.notifyUser('999', 'Hello!'))
.rejects.toThrow('User not found');
}); });
Testing Edge Cases
describe('parseAge', () => { // Happy path it('parses valid age string', () => { expect(parseAge('25')).toBe(25); });
// Edge cases it('handles zero', () => { expect(parseAge('0')).toBe(0); });
it('handles boundary values', () => { expect(parseAge('1')).toBe(1); expect(parseAge('150')).toBe(150); });
// Error cases it('throws on negative numbers', () => { expect(() => parseAge('-5')).toThrow('Age cannot be negative'); });
it('throws on non-numeric input', () => { expect(() => parseAge('abc')).toThrow('Invalid age format'); });
it('throws on empty string', () => { expect(() => parseAge('')).toThrow('Age is required'); });
// Null/undefined it('throws on null', () => { expect(() => parseAge(null as any)).toThrow(); }); });
Integration Testing
API Testing
import request from 'supertest'; import { app } from '../app'; import { db } from '../database';
describe('POST /api/users', () => { beforeEach(async () => { await db.users.deleteMany({}); });
afterAll(async () => { await db.disconnect(); });
it('creates a new user', async () => { const response = await request(app) .post('/api/users') .send({ email: 'test@example.com', name: 'Test User' }) .expect(201);
expect(response.body).toMatchObject({
id: expect.any(String),
email: 'test@example.com',
name: 'Test User'
});
// Verify in database
const user = await db.users.findOne({ email: 'test@example.com' });
expect(user).not.toBeNull();
});
it('returns 400 for invalid email', async () => { const response = await request(app) .post('/api/users') .send({ email: 'invalid-email', name: 'Test User' }) .expect(400);
expect(response.body.error).toBe('Invalid email format');
});
it('returns 409 for duplicate email', async () => { // Create first user await request(app) .post('/api/users') .send({ email: 'test@example.com', name: 'First' });
// Try to create duplicate
const response = await request(app)
.post('/api/users')
.send({ email: 'test@example.com', name: 'Second' })
.expect(409);
expect(response.body.error).toBe('Email already exists');
}); });
Database Testing with Testcontainers
import { PostgreSqlContainer } from '@testcontainers/postgresql'; import { Pool } from 'pg';
describe('UserRepository', () => { let container: StartedPostgreSqlContainer; let pool: Pool; let repo: UserRepository;
beforeAll(async () => { container = await new PostgreSqlContainer().start(); pool = new Pool({ connectionString: container.getConnectionUri() }); await runMigrations(pool); repo = new UserRepository(pool); }, 60000);
afterAll(async () => { await pool.end(); await container.stop(); });
beforeEach(async () => { await pool.query('TRUNCATE users CASCADE'); });
it('creates and retrieves user', async () => { const created = await repo.create({ email: 'test@example.com', name: 'Test' });
const found = await repo.findById(created.id);
expect(found).toEqual(created);
}); });
E2E Testing
Playwright
import { test, expect } from '@playwright/test';
test.describe('User Authentication', () => { test('successful login flow', async ({ page }) => { await page.goto('/login');
// Fill form
await page.fill('[data-testid="email-input"]', 'user@example.com');
await page.fill('[data-testid="password-input"]', 'password123');
// Submit
await page.click('[data-testid="login-button"]');
// Verify redirect to dashboard
await expect(page).toHaveURL('/dashboard');
await expect(page.locator('[data-testid="welcome-message"]'))
.toContainText('Welcome, user@example.com');
});
test('shows error for invalid credentials', async ({ page }) => { await page.goto('/login');
await page.fill('[data-testid="email-input"]', 'wrong@example.com');
await page.fill('[data-testid="password-input"]', 'wrongpassword');
await page.click('[data-testid="login-button"]');
await expect(page.locator('[data-testid="error-message"]'))
.toBeVisible()
.toContainText('Invalid credentials');
}); });
test.describe('Shopping Cart', () => { test('add item and checkout', async ({ page }) => { // Setup - login await page.goto('/login'); await page.fill('[data-testid="email-input"]', 'buyer@example.com'); await page.fill('[data-testid="password-input"]', 'password'); await page.click('[data-testid="login-button"]');
// Browse products
await page.goto('/products');
await page.click('[data-testid="product-1"] [data-testid="add-to-cart"]');
// Verify cart
await expect(page.locator('[data-testid="cart-count"]')).toHaveText('1');
// Checkout
await page.click('[data-testid="cart-icon"]');
await page.click('[data-testid="checkout-button"]');
// Fill shipping
await page.fill('[data-testid="address"]', '123 Test St');
await page.click('[data-testid="place-order"]');
// Verify success
await expect(page).toHaveURL(/\/orders\/\d+/);
await expect(page.locator('[data-testid="order-status"]'))
.toContainText('Order Confirmed');
}); });
Visual Regression Testing
import { test, expect } from '@playwright/test';
test('homepage visual regression', async ({ page }) => { await page.goto('/');
// Wait for dynamic content await page.waitForSelector('[data-testid="hero-section"]');
// Take screenshot and compare await expect(page).toHaveScreenshot('homepage.png', { maxDiffPixels: 100, threshold: 0.2 }); });
test('responsive design', async ({ page }) => { await page.setViewportSize({ width: 375, height: 667 }); // iPhone SE await page.goto('/');
await expect(page).toHaveScreenshot('homepage-mobile.png'); });
Test-Driven Development (TDD)
Red-Green-Refactor Cycle
// 1. RED - Write failing test first test('passwordValidator rejects passwords without numbers', () => { const result = validatePassword('NoNumbers!'); expect(result.valid).toBe(false); expect(result.errors).toContain('Must contain at least one number'); });
// 2. GREEN - Write minimal code to pass function validatePassword(password: string): ValidationResult { const errors: string[] = [];
if (!/\d/.test(password)) { errors.push('Must contain at least one number'); }
return { valid: errors.length === 0, errors }; }
// 3. REFACTOR - Improve code quality const VALIDATION_RULES = [ { pattern: /\d/, message: 'Must contain at least one number' }, { pattern: /[A-Z]/, message: 'Must contain at least one uppercase letter' }, { pattern: /[a-z]/, message: 'Must contain at least one lowercase letter' }, { pattern: /.{8,}/, message: 'Must be at least 8 characters' } ];
function validatePassword(password: string): ValidationResult { const errors = VALIDATION_RULES .filter(rule => !rule.pattern.test(password)) .map(rule => rule.message);
return { valid: errors.length === 0, errors }; }
Testing Patterns
Test Fixtures
// fixtures/users.ts export const validUser = { email: 'test@example.com', name: 'Test User', role: 'user' };
export const adminUser = { ...validUser, role: 'admin', email: 'admin@example.com' };
// In tests import { validUser, adminUser } from '../fixtures/users';
describe('UserService', () => { it('creates user with valid data', async () => { const result = await service.create(validUser); expect(result.email).toBe(validUser.email); }); });
Factory Functions
// factories/user.factory.ts import { faker } from '@faker-js/faker';
export function createUser(overrides: Partial<User> = {}): User { return { id: faker.string.uuid(), email: faker.internet.email(), name: faker.person.fullName(), createdAt: faker.date.past(), ...overrides }; }
// In tests it('handles users with long names', () => { const user = createUser({ name: 'A'.repeat(100) }); const result = formatUserCard(user); expect(result.displayName).toHaveLength(50); // Truncated });
Testing Async Code
// Async/await it('fetches user data', async () => { const user = await userService.getById('123'); expect(user.name).toBe('John'); });
// Promises it('fetches user data', () => { return userService.getById('123').then(user => { expect(user.name).toBe('John'); }); });
// Testing rejected promises it('throws on invalid id', async () => { await expect(userService.getById('invalid')) .rejects.toThrow('User not found'); });
// Waiting for side effects it('debounces search input', async () => { const onSearch = jest.fn(); render(<SearchBox onSearch={onSearch} debounceMs={300} />);
await userEvent.type(screen.getByRole('textbox'), 'test');
// Should not have called yet expect(onSearch).not.toHaveBeenCalled();
// Wait for debounce await waitFor(() => { expect(onSearch).toHaveBeenCalledWith('test'); }, { timeout: 500 }); });
Code Coverage
Coverage Metrics
Metric What It Measures
Line Percentage of lines executed
Branch Percentage of if/else branches taken
Function Percentage of functions called
Statement Percentage of statements executed
Jest Configuration
// jest.config.js module.exports = { collectCoverageFrom: [ 'src//*.{ts,tsx}', '!src//.d.ts', '!src/**/.stories.tsx', '!src/test/**' ], coverageThreshold: { global: { branches: 80, functions: 80, lines: 80, statements: 80 } } };
Related Skills
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[[code-quality]] - Writing testable code
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[[devops-cicd]] - CI integration
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[[performance-optimization]] - Performance testing
Sharp Edges(常見陷阱)
這些是測試中最常見且代價最高的錯誤
SE-1: 測試實作而非行為
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嚴重度: high
-
情境: 測試過度耦合內部實作,重構時測試全部壞掉
-
原因: 測試私有方法、mock 太細、驗證內部狀態
-
症狀:
-
改了一行程式碼,10 個測試失敗
-
測試檔案比程式碼還長
-
重構時花更多時間修測試
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檢測: expect.*.toHaveBeenCalledTimes(\d{2,})|mock.*private|spy.*internal
-
解法: 測試公開 API/行為、使用 black-box testing、減少 mock 數量
SE-2: 假陽性測試 (False Positive)
-
嚴重度: critical
-
情境: 測試永遠通過,但實際上沒有驗證任何東西
-
原因: 忘記 await、expect 沒有執行、條件判斷錯誤
-
症狀:
-
測試通過但 bug 仍然存在
-
刪掉測試中的關鍵 assertion 測試還是通過
-
Coverage 高但信心低
-
檢測: it(.{\s})|expect(.*)(?!.)|.resolves(?!.)|.rejects(?!.)
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解法: TDD(先寫失敗的測試)、review 測試程式碼、使用 ESLint no-floating-promises
SE-3: Flaky Tests(不穩定測試)
-
嚴重度: high
-
情境: 測試有時通過有時失敗,沒有程式碼變更
-
原因: 依賴時間、依賴外部服務、競態條件、共享狀態
-
症狀:
-
CI 需要 retry 才能通過
-
本地通過但 CI 失敗
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團隊開始忽略失敗的測試
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檢測: new Date()|Date.now()|setTimeout.*\d{4,}|sleep(\d+)
-
解法: 使用 fake timers、隔離測試狀態、避免 hard-coded delays、mock 外部依賴
SE-4: 測試金字塔倒置
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嚴重度: medium
-
情境: E2E 測試太多,單元測試太少,CI 超慢
-
原因: 「E2E 測試更接近真實」的誤解、不想寫單元測試
-
症狀:
-
CI 跑 30+ 分鐘
-
測試失敗難以定位問題
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E2E 測試經常 flaky
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檢測: describe.*E2E|playwright.*test|cypress.*it (數量遠超 unit test)
-
解法: 遵循 70% unit / 20% integration / 10% E2E 比例、E2E 只測關鍵路徑
SE-5: 過度 Mocking
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嚴重度: medium
-
情境: Mock 太多導致測試失去意義,只是在測試 mock
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原因: 為了隔離而 mock 所有依賴、測試執行時間焦慮
-
症狀:
-
測試通過但整合時失敗
-
Mock 的行為與真實行為不符
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更新依賴後 mock 過時
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檢測: jest.mock.*jest.mock.jest.mock|mock(.).mock(.).*mock(
-
解法: 只 mock 外部依賴(網路、檔案系統)、使用真實的 in-memory 實作、寫更多整合測試
Validations
V-1: 禁止空的測試
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類型: regex
-
嚴重度: critical
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模式: (it|test)\s*([^)]+,\s*(async\s*)?()\s*=>\s*{\s*}\s*)
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訊息: Empty test detected - test has no assertions
-
修復建議: Add meaningful assertions with expect()
-
適用: *.test.ts , *.test.js , *.spec.ts , *.spec.js
V-2: 測試缺少 assertion
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類型: regex
-
嚴重度: high
-
模式: (it|test)\s*([^)]+,\s*(async\s*)?()\s*=>\s*{[^}]*}(?![^}]*expect)
-
訊息: Test without expect() assertion may be a false positive
-
修復建議: Add at least one expect() assertion
-
適用: *.test.ts , *.test.js , *.spec.ts , *.spec.js
V-3: 禁止 fit/fdescribe (focused tests)
-
類型: regex
-
嚴重度: critical
-
模式: \b(fit|fdescribe|it.only|describe.only|test.only)\s*(
-
訊息: Focused test will skip other tests in CI
-
修復建議: Remove f prefix or .only before committing
-
適用: *.test.ts , *.test.js , *.spec.ts , *.spec.js
V-4: 禁止 skip tests 無說明
-
類型: regex
-
嚴重度: medium
-
模式: (xit|xdescribe|it.skip|describe.skip|test.skip)\s*([^)]+)
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訊息: Skipped test without documented reason
-
修復建議: Add comment explaining why test is skipped and tracking issue
-
適用: *.test.ts , *.test.js , *.spec.ts , *.spec.js
V-5: 測試中使用 setTimeout
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類型: regex
-
嚴重度: high
-
模式: setTimeout\s*(\s*[^,]+,\s*\d{3,}\s*)
-
訊息: Hard-coded delays in tests cause flakiness and slow tests
-
修復建議: Use jest.useFakeTimers() or waitFor() from testing-library
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適用: *.test.ts , *.test.js , *.spec.ts , *.spec.js