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Tools & Utilities

API Testing & Debugging

Complete Guide to API Quality Assurance

Comprehensive guide to API testing methodologies, debugging techniques, and quality assurance practices for robust and reliable API development.

API Testing Methodologies

API testing is crucial for ensuring the reliability, performance, and security of your APIs. Different testing methodologies address various aspects of API quality and help catch issues before they reach production.

πŸ—οΈ API Testing Pyramid

πŸ”§ Unit Tests

Foundation: Test individual functions and methods

  • Fast execution
  • High coverage
  • Isolate components
  • Developer responsibility

πŸ”— Integration Tests

Middle layer: Test component interactions

  • Test API endpoints
  • Database interactions
  • External service calls
  • Authentication flows

🌐 End-to-End Tests

Top layer: Test complete user workflows

  • Full user journeys
  • Cross-system integration
  • Performance validation
  • User acceptance testing

πŸ§ͺ Comprehensive Testing Types

βœ… Functional Testing

Verify API functionality and business logic
// Example: User API functional tests
describe('User API - Functional Tests', () => {
    test('should create user successfully', async () => {
        const userData = {
            name: 'John Doe',
            email: 'john@example.com',
            password: 'securePass123'
        };

        const response = await request(app)
            .post('/api/users')
            .send(userData)
            .expect(201);

        expect(response.body).toHaveProperty('id');
        expect(response.body.name).toBe(userData.name);
        expect(response.body.email).toBe(userData.email);
        // Password should not be returned
        expect(response.body).not.toHaveProperty('password');
    });

    test('should retrieve user by ID', async () => {
        const userId = '123';
        const response = await request(app)
            .get(`/api/users/${userId}`)
            .expect(200);

        expect(response.body.id).toBe(userId);
        expect(response.body).toHaveProperty('name');
        expect(response.body).toHaveProperty('email');
    });

    test('should update user information', async () => {
        const userId = '123';
        const updateData = {
            name: 'John Smith',
            email: 'johnsmith@example.com'
        };

        const response = await request(app)
            .put(`/api/users/${userId}`)
            .send(updateData)
            .expect(200);

        expect(response.body.name).toBe(updateData.name);
        expect(response.body.email).toBe(updateData.email);
    });

    test('should delete user', async () => {
        const userId = '123';
        await request(app)
            .delete(`/api/users/${userId}`)
            .expect(204);

        // Verify user is deleted
        await request(app)
            .get(`/api/users/${userId}`)
            .expect(404);
    });
});

πŸ” Security Testing

Identify security vulnerabilities and weaknesses
// Security testing examples
describe('User API - Security Tests', () => {
    test('should prevent unauthorized access', async () => {
        await request(app)
            .get('/api/users/admin-data')
            .expect(401);
    });

    test('should validate input data', async () => {
        const maliciousData = {
            name: '',
            email: 'invalid-email',
            password: '123' // Too short
        };

        const response = await request(app)
            .post('/api/users')
            .send(maliciousData)
            .expect(400);

        expect(response.body.errors).toContain('Invalid email format');
        expect(response.body.errors).toContain('Password too short');
        expect(response.body.errors).toContain('Invalid characters in name');
    });

    test('should prevent SQL injection', async () => {
        const sqlInjection = "1' OR '1'='1";

        await request(app)
            .get(`/api/users?id=${sqlInjection}`)
            .expect(400);
    });

    test('should handle rate limiting', async () => {
        // Simulate multiple requests
        const requests = Array(100).fill().map(() =>
            request(app).get('/api/users')
        );

        const responses = await Promise.all(requests);

        // Some requests should be rate limited
        const rateLimited = responses.filter(r => r.status === 429);
        expect(rateLimited.length).toBeGreaterThan(0);
    });

    test('should validate JWT tokens', async () => {
        const invalidToken = 'invalid.jwt.token';

        await request(app)
            .get('/api/users/profile')
            .set('Authorization', `Bearer ${invalidToken}`)
            .expect(401);
    });
});

⚑ Performance Testing

Measure API response times and scalability
// Performance testing with Artillery
// artillery-config.yml
config:
  target: 'http://localhost:3000'
  phases:
    - duration: 60
      arrivalRate: 10
      name: "Warm up"
    - duration: 120
      arrivalRate: 50
      name: "Load testing"
    - duration: 60
      arrivalRate: 100
      name: "Stress testing"

scenarios:
  - name: "User API load test"
    weight: 70
    flow:
      - get:
          url: "/api/users"
          expect:
            - statusCode: 200
      - post:
          url: "/api/users"
          json:
            name: "Load Test User"
            email: "loadtest{{ $randomInt }}@example.com"
          expect:
            - statusCode: 201

  - name: "Search API performance"
    weight: 30
    flow:
      - get:
          url: "/api/users/search"
          qs:
            q: "john"
          expect:
            - statusCode: 200
            - hasProperty: "data"
            - maxResponseTime: 500

// Custom performance test
const { performance } = require('perf_hooks');

async function performanceTest(endpoint, concurrentUsers = 10, totalRequests = 100) {
    const results = [];

    for (let i = 0; i < totalRequests; i += concurrentUsers) {
        const batch = Math.min(concurrentUsers, totalRequests - i);
        const startTime = performance.now();

        const promises = Array(batch).fill().map(async () => {
            const reqStart = performance.now();
            try {
                const response = await fetch(endpoint);
                const reqEnd = performance.now();
                return {
                    status: response.status,
                    responseTime: reqEnd - reqStart,
                    success: response.ok
                };
            } catch (error) {
                const reqEnd = performance.now();
                return {
                    status: 0,
                    responseTime: reqEnd - reqStart,
                    success: false,
                    error: error.message
                };
            }
        });

        const batchResults = await Promise.all(promises);
        results.push(...batchResults);

        const endTime = performance.now();
        console.log(`Batch ${Math.floor(i/concurrentUsers) + 1}: ${endTime - startTime}ms`);
    }

    // Analyze results
    const successful = results.filter(r => r.success);
    const avgResponseTime = results.reduce((sum, r) => sum + r.responseTime, 0) / results.length;
    const p95ResponseTime = results.sort((a, b) => a.responseTime - b.responseTime)[Math.floor(results.length * 0.95)].responseTime;

    return {
        totalRequests: results.length,
        successRate: (successful.length / results.length) * 100,
        avgResponseTime,
        p95ResponseTime,
        minResponseTime: Math.min(...results.map(r => r.responseTime)),
        maxResponseTime: Math.max(...results.map(r => r.responseTime))
    };
}

πŸ”„ Load Testing

Test API behavior under high load
// Load testing with k6
import http from 'k6/http';
import { check, sleep } from 'k6';

export let options = {
    stages: [
        { duration: '2m', target: 100 }, // Ramp up to 100 users
        { duration: '5m', target: 100 }, // Stay at 100 users
        { duration: '2m', target: 200 }, // Ramp up to 200 users
        { duration: '5m', target: 200 }, // Stay at 200 users
        { duration: '2m', target: 0 },   // Ramp down to 0 users
    ],
    thresholds: {
        http_req_duration: ['p(99)<1500'], // 99% of requests should be below 1.5s
        http_req_failed: ['rate<0.1'],    // Error rate should be below 10%
    },
};

const BASE_URL = 'https://api.example.com';

export default function () {
    // Test user creation
    let userPayload = {
        name: `User ${__VU}`,
        email: `user${__VU}@example.com`,
    };

    let response = http.post(`${BASE_URL}/users`, JSON.stringify(userPayload), {
        headers: {
            'Content-Type': 'application/json',
        },
    });

    check(response, {
        'status is 201': (r) => r.status === 201,
        'response time < 1000ms': (r) => r.timings.duration < 1000,
        'has user id': (r) => r.json().hasOwnProperty('id'),
    });

    sleep(1);

    // Test user retrieval
    let userId = response.json().id;
    response = http.get(`${BASE_URL}/users/${userId}`);

    check(response, {
        'status is 200': (r) => r.status === 200,
        'user data correct': (r) => r.json().name === userPayload.name,
    });

    sleep(1);
}

Testing Frameworks & Tools

πŸ› οΈ Popular Testing Frameworks

Choose the right testing framework based on your technology stack and requirements.

🟒 Jest (JavaScript)

All-in-one testing framework for JavaScript
// jest.config.js
module.exports = {
    testEnvironment: 'node',
    testMatch: [
        '**/__tests__/**/*.test.js',
        '**/?(*.)+(spec|test).js'
    ],
    collectCoverageFrom: [
        'src/**/*.js',
        '!src/index.js'
    ],
    coverageThreshold: {
        global: {
            branches: 80,
            functions: 80,
            lines: 80,
            statements: 80
        }
    }
};

// API test with Jest and Supertest
const request = require('supertest');
const app = require('../app');

describe('User API', () => {
    beforeAll(async () => {
        // Setup test database
        await setupTestDatabase();
    });

    afterAll(async () => {
        // Cleanup
        await teardownTestDatabase();
    });

    beforeEach(async () => {
        // Reset database state
        await resetDatabase();
    });

    describe('GET /users', () => {
        test('should return users list', async () => {
            const response = await request(app)
                .get('/users')
                .expect(200)
                .expect('Content-Type', /json/);

            expect(Array.isArray(response.body)).toBe(true);
        });

        test('should filter users by status', async () => {
            await createTestUser({ status: 'active' });
            await createTestUser({ status: 'inactive' });

            const response = await request(app)
                .get('/users?status=active')
                .expect(200);

            expect(response.body.every(user => user.status === 'active')).toBe(true);
        });
    });
});
Features:
  • Built-in test runner and assertions
  • Mocking and spying capabilities
  • Code coverage reporting
  • Snapshot testing
  • Parallel test execution

🐍 Pytest (Python)

Powerful testing framework for Python applications
# conftest.py
import pytest
from fastapi.testclient import TestClient
from app.main import app

@pytest.fixture
def client():
    return TestClient(app)

@pytest.fixture
def test_user():
    return {
        "id": 1,
        "name": "Test User",
        "email": "test@example.com"
    }

# tests/test_users.py
import pytest
from app.models import User

def test_create_user(client, test_user):
    response = client.post("/users/", json=test_user)
    assert response.status_code == 201

    data = response.json()
    assert data["name"] == test_user["name"]
    assert data["email"] == test_user["email"]
    assert "id" in data

def test_get_user(client, test_user):
    # Create user first
    create_response = client.post("/users/", json=test_user)
    user_id = create_response.json()["id"]

    # Get user
    response = client.get(f"/users/{user_id}")
    assert response.status_code == 200

    data = response.json()
    assert data["id"] == user_id
    assert data["name"] == test_user["name"]

def test_update_user(client, test_user):
    # Create user
    create_response = client.post("/users/", json=test_user)
    user_id = create_response.json()["id"]

    # Update user
    updated_data = {**test_user, "name": "Updated Name"}
    response = client.put(f"/users/{user_id}", json=updated_data)
    assert response.status_code == 200

    data = response.json()
    assert data["name"] == "Updated Name"

def test_delete_user(client, test_user):
    # Create user
    create_response = client.post("/users/", json=test_user)
    user_id = create_response.json()["id"]

    # Delete user
    response = client.delete(f"/users/{user_id}")
    assert response.status_code == 204

    # Verify deletion
    response = client.get(f"/users/{user_id}")
    assert response.status_code == 404

# Parametrized test
@pytest.mark.parametrize("user_data,expected_status", [
    ({"name": "Valid User", "email": "valid@example.com"}, 201),
    ({"name": "", "email": "invalid"}, 400),
    ({"name": "User", "email": ""}, 400),
])
def test_user_validation(client, user_data, expected_status):
    response = client.post("/users/", json=user_data)
    assert response.status_code == expected_status
Features:
  • Simple and intuitive syntax
  • Powerful fixtures system
  • Parametrized testing
  • Rich plugin ecosystem
  • Excellent error reporting

πŸ§ͺ Postman/Newman

API testing and automation platform
// Postman test scripts
// Tests tab in Postman request

pm.test("Status code is 200", function () {
    pm.response.to.have.status(200);
});

pm.test("Response has required fields", function () {
    const jsonData = pm.response.json();

    pm.expect(jsonData).to.have.property('id');
    pm.expect(jsonData).to.have.property('name');
    pm.expect(jsonData).to.have.property('email');
});

pm.test("Response time is less than 1000ms", function () {
    pm.expect(pm.response.responseTime).to.be.below(1000);
});

pm.test("Content-Type header is present", function () {
    pm.response.to.have.header("Content-Type");
    pm.expect(pm.response.headers.get("Content-Type")).to.include("application/json");
});

// Pre-request script
// Set authentication token
const token = pm.environment.get("auth_token");
if (token) {
    pm.request.headers.add({
        key: 'Authorization',
        value: `Bearer ${token}`
    });
}

// Set timestamp for cache busting
pm.globals.set("timestamp", new Date().getTime());

// Newman command line execution
// newman run collection.json -e environment.json --reporters cli,json --reporter-json-export results.json

// CI/CD integration
// package.json
{
    "scripts": {
        "test:api": "newman run tests/api-collection.json -e tests/environment.json --reporters cli,junit --reporter-junit-export test-results.xml",
        "test:api:ci": "npm run test:api -- --reporters cli,json --reporter-json-export api-test-results.json"
    }
}
Features:
  • GUI for creating and managing API tests
  • Collection-based test organization
  • Environment and variable management
  • CI/CD integration with Newman
  • Automated test execution

πŸ€– Test Automation Strategies

Implement automated testing in your development workflow.

πŸ”„ CI/CD Integration

# .github/workflows/api-tests.yml
name: API Tests

on:
  push:
    branches: [ main, develop ]
  pull_request:
    branches: [ main ]

jobs:
  test:
    runs-on: ubuntu-latest

    services:
      postgres:
        image: postgres:13
        env:
          POSTGRES_PASSWORD: postgres
        options: >-
          --health-cmd pg_isready
          --health-interval 10s
          --health-timeout 5s
          --health-retries 5

    steps:
    - uses: actions/checkout@v2

    - name: Setup Node.js
      uses: actions/setup-node@v2
      with:
        node-version: '16'

    - name: Install dependencies
      run: npm ci

    - name: Run unit tests
      run: npm run test:unit

    - name: Run integration tests
      run: npm run test:integration
      env:
        DATABASE_URL: postgres://postgres:postgres@localhost:5432/test

    - name: Run API tests
      run: npm run test:api

    - name: Upload coverage reports
      uses: codecov/codecov-action@v2
      with:
        file: ./coverage/lcov.info

# Docker-based testing
# docker-compose.test.yml
version: '3.8'
services:
  api:
    build: .
    environment:
      - NODE_ENV=test
      - DATABASE_URL=postgres://postgres:password@db:5432/test
    depends_on:
      - db
    command: npm run test

  db:
    image: postgres:13
    environment:
      POSTGRES_DB: test
      POSTGRES_USER: postgres
      POSTGRES_PASSWORD: password
    volumes:
      - postgres_data:/var/lib/postgresql/data

volumes:
  postgres_data:

πŸ“Š Test Reporting & Monitoring

// Test results aggregation
const fs = require('fs');
const path = require('path');

class TestReporter {
    constructor() {
        this.results = {
            total: 0,
            passed: 0,
            failed: 0,
            skipped: 0,
            duration: 0,
            tests: []
        };
    }

    addResult(test) {
        this.results.total++;
        this.results.duration += test.duration;

        switch (test.status) {
            case 'passed':
                this.results.passed++;
                break;
            case 'failed':
                this.results.failed++;
                break;
            case 'skipped':
                this.results.skipped++;
                break;
        }

        this.results.tests.push({
            name: test.name,
            status: test.status,
            duration: test.duration,
            error: test.error,
            timestamp: new Date().toISOString()
        });
    }

    generateReport() {
        const report = {
            summary: {
                ...this.results,
                passRate: (this.results.passed / this.results.total) * 100,
                avgDuration: this.results.duration / this.results.total
            },
            timestamp: new Date().toISOString(),
            environment: process.env.NODE_ENV || 'development'
        };

        return report;
    }

    saveReport(filename = 'test-report.json') {
        const report = this.generateReport();
        fs.writeFileSync(filename, JSON.stringify(report, null, 2));
        console.log(`Test report saved to ${filename}`);
    }

    // Send to monitoring service
    async sendToMonitoring() {
        const report = this.generateReport();

        try {
            await fetch(process.env.MONITORING_URL, {
                method: 'POST',
                headers: {
                    'Content-Type': 'application/json',
                    'Authorization': `Bearer ${process.env.MONITORING_TOKEN}`
                },
                body: JSON.stringify(report)
            });
        } catch (error) {
            console.error('Failed to send report to monitoring:', error);
        }
    }
}

// Usage in test framework
const reporter = new TestReporter();

// After each test
afterEach(function() {
    const test = this.currentTest;
    reporter.addResult({
        name: test.title,
        status: test.state, // 'passed', 'failed', 'skipped'
        duration: test.duration,
        error: test.err?.message
    });
});

// After all tests
after(async function() {
    reporter.saveReport();
    await reporter.sendToMonitoring();
});

API Debugging Techniques

πŸ› Systematic Debugging Approach

Follow a structured approach to identify and resolve API issues efficiently.

1. πŸ” Reproduce the Issue

Create a minimal test case that consistently reproduces the problem

// Create a minimal reproduction
async function reproduceIssue() {
    console.log('Testing API endpoint...');

    try {
        // Minimal request that reproduces the issue
        const response = await fetch('/api/users', {
            method: 'GET',
            headers: {
                'Content-Type': 'application/json'
            }
        });

        console.log('Status:', response.status);
        console.log('Headers:', Object.fromEntries(response.headers));

        if (response.ok) {
            const data = await response.json();
            console.log('Response data:', data);
        } else {
            const errorText = await response.text();
            console.log('Error response:', errorText);
        }
    } catch (error) {
        console.error('Network error:', error);
    }
}

// Run reproduction
reproduceIssue();

2. πŸ“Š Gather Information

Collect comprehensive data about the issue

// Comprehensive debugging information
async function debugAPIRequest(url, options = {}) {
    const startTime = Date.now();

    console.log('=== API Debug Information ===');
    console.log('URL:', url);
    console.log('Method:', options.method || 'GET');
    console.log('Headers:', options.headers || {});
    console.log('Body:', options.body ? JSON.parse(options.body) : null);

    try {
        const response = await fetch(url, options);
        const endTime = Date.now();
        const duration = endTime - startTime;

        console.log('\n=== Response Information ===');
        console.log('Status:', response.status, response.statusText);
        console.log('Duration:', duration + 'ms');
        console.log('Response Type:', response.type);
        console.log('Response URL:', response.url);

        console.log('\n=== Response Headers ===');
        for (const [key, value] of response.headers) {
            console.log(`${key}: ${value}`);
        }

        console.log('\n=== Response Body ===');
        const contentType = response.headers.get('content-type');

        if (contentType && contentType.includes('application/json')) {
            const jsonData = await response.json();
            console.log(JSON.stringify(jsonData, null, 2));
        } else {
            const textData = await response.text();
            console.log(textData);
        }

        return { response, duration };

    } catch (error) {
        const endTime = Date.now();
        const duration = endTime - startTime;

        console.log('\n=== Error Information ===');
        console.log('Duration:', duration + 'ms');
        console.log('Error Type:', error.constructor.name);
        console.log('Error Message:', error.message);
        console.log('Stack Trace:', error.stack);

        throw error;
    }
}

3. πŸ”¬ Isolate the Problem

Narrow down the root cause by testing different scenarios

// Systematic isolation testing
async function isolateAPIProblem() {
    const testCases = [
        {
            name: 'Basic GET request',
            request: () => fetch('/api/users')
        },
        {
            name: 'GET with authentication',
            request: () => fetch('/api/users', {
                headers: { 'Authorization': 'Bearer valid-token' }
            })
        },
        {
            name: 'GET with query parameters',
            request: () => fetch('/api/users?page=1&limit=10')
        },
        {
            name: 'POST request',
            request: () => fetch('/api/users', {
                method: 'POST',
                headers: { 'Content-Type': 'application/json' },
                body: JSON.stringify({ name: 'Test User', email: 'test@example.com' })
            })
        },
        {
            name: 'Request to different endpoint',
            request: () => fetch('/api/health')
        }
    ];

    for (const testCase of testCases) {
        console.log(`\n--- Testing: ${testCase.name} ---`);
        try {
            const response = await testCase.request();
            console.log(`βœ… Status: ${response.status}`);

            if (!response.ok) {
                const errorText = await response.text();
                console.log(`❌ Error: ${errorText}`);
            }
        } catch (error) {
            console.log(`❌ Exception: ${error.message}`);
        }
    }
}

// Test different environments
async function testEnvironments() {
    const environments = [
        { name: 'Local', url: 'http://localhost:3000/api/users' },
        { name: 'Development', url: 'https://dev-api.example.com/users' },
        { name: 'Staging', url: 'https://staging-api.example.com/users' },
        { name: 'Production', url: 'https://api.example.com/users' }
    ];

    for (const env of environments) {
        console.log(`\n--- Testing ${env.name} ---`);
        try {
            const response = await fetch(env.url);
            console.log(`βœ… ${env.name}: ${response.status}`);
        } catch (error) {
            console.log(`❌ ${env.name}: ${error.message}`);
        }
    }
}

4. πŸ”§ Implement Fix

Apply the appropriate solution based on your findings

// Common API fixes

// Fix 1: Add proper error handling
app.get('/api/users/:id', async (req, res) => {
    try {
        const userId = req.params.id;

        // Validate input
        if (!userId || isNaN(userId)) {
            return res.status(400).json({
                error: 'Invalid user ID',
                message: 'User ID must be a valid number'
            });
        }

        const user = await User.findById(userId);

        if (!user) {
            return res.status(404).json({
                error: 'User not found',
                message: `No user found with ID ${userId}`
            });
        }

        res.json(user);
    } catch (error) {
        console.error('Error fetching user:', error);
        res.status(500).json({
            error: 'Internal server error',
            message: 'An unexpected error occurred'
        });
    }
});

// Fix 2: Add request logging
app.use((req, res, next) => {
    const start = Date.now();

    res.on('finish', () => {
        const duration = Date.now() - start;
        console.log(`${req.method} ${req.url} ${res.statusCode} ${duration}ms`);
    });

    next();
});

// Fix 3: Add CORS headers
app.use((req, res, next) => {
    res.header('Access-Control-Allow-Origin', '*');
    res.header('Access-Control-Allow-Methods', 'GET, POST, PUT, DELETE, OPTIONS');
    res.header('Access-Control-Allow-Headers', 'Origin, X-Requested-With, Content-Type, Accept, Authorization');

    if (req.method === 'OPTIONS') {
        res.sendStatus(200);
    } else {
        next();
    }
});

// Fix 4: Add request validation
const { body, param, query } = require('express-validator');

app.post('/api/users',
    [
        body('name').trim().isLength({ min: 1 }).withMessage('Name is required'),
        body('email').isEmail().normalizeEmail().withMessage('Valid email is required'),
        body('age').optional().isInt({ min: 0 }).withMessage('Age must be a positive number')
    ],
    async (req, res) => {
        const errors = validationResult(req);
        if (!errors.isEmpty()) {
            return res.status(400).json({
                error: 'Validation failed',
                details: errors.array()
            });
        }

        // Process valid request
        const user = await User.create(req.body);
        res.status(201).json(user);
    }
);

5. βœ… Verify Fix

Test that the fix resolves the issue and doesn't break other functionality

// Comprehensive verification testing
async function verifyAPIFix() {
    const testSuite = {
        'Original failing case': async () => {
            const response = await fetch('/api/users/invalid-id');
            return response.status === 400;
        },

        'Valid request still works': async () => {
            const response = await fetch('/api/users/1');
            return response.status === 200;
        },

        'Edge cases handled': async () => {
            const testCases = [
                { id: '0', expected: 404 },      // Invalid ID
                { id: '999', expected: 404 },     // Non-existent user
                { id: '1', expected: 200 }        // Valid user
            ];

            for (const test of testCases) {
                const response = await fetch(`/api/users/${test.id}`);
                if (response.status !== test.expected) {
                    throw new Error(`Expected ${test.expected}, got ${response.status} for ID ${test.id}`);
                }
            }
            return true;
        },

        'Performance not degraded': async () => {
            const startTime = Date.now();

            // Make multiple requests
            const requests = Array(10).fill().map(() =>
                fetch('/api/users/1')
            );

            await Promise.all(requests);
            const endTime = Date.now();

            const avgResponseTime = (endTime - startTime) / 10;
            return avgResponseTime < 500; // Should respond within 500ms
        }
    };

    console.log('=== API Fix Verification ===\n');

    for (const [testName, testFunction] of Object.entries(testSuite)) {
        try {
            const result = await testFunction();
            if (result) {
                console.log(`βœ… ${testName}\`);
            } else {
                console.log(`❌ ${testName}\`);
            }
        } catch (error) {
            console.log(`❌ ${testName}: ${error.message}\`);
        }
    }
}

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