Testing Philosophy for n8n Nodes
Testing n8n nodes is unique because youβre testing integrations, data transformations, and error handling across distributed systems. A single bug can break entire workflows affecting business operations.
- Unit Tests: Test individual functions and transformations
- Integration Tests: Test node behavior with real n8n runtime
- End-to-End Tests: Test complete workflows with external services
- Performance Tests: Ensure nodes handle production loads
- Contract Tests: Verify API compatibility
Unit Testing
Testing Node Logic
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import { describe, it, expect, beforeEach, jest } from '@jest/globals';
import { IExecuteFunctions, INodeExecutionData } from 'n8n-workflow';
import { CustomNode } from '../src/CustomNode';
describe('CustomNode', () => {
let node: CustomNode;
let executeFunctions: jest.Mocked<IExecuteFunctions>;
beforeEach(() => {
node = new CustomNode();
// Mock n8n execution functions
executeFunctions = {
getInputData: jest.fn(),
getNodeParameter: jest.fn(),
getCredentials: jest.fn(),
helpers: {
httpRequest: jest.fn(),
prepareBinaryData: jest.fn(),
},
logger: {
info: jest.fn(),
warn: jest.fn(),
error: jest.fn(),
},
getNode: jest.fn().mockReturnValue({
type: 'customNode',
name: 'Custom Node Test',
}),
getWorkflow: jest.fn().mockReturnValue({
id: 'test-workflow-id',
name: 'Test Workflow',
}),
getExecutionId: jest.fn().mockReturnValue('test-execution-id'),
continueOnFail: jest.fn().mockReturnValue(false),
} as any;
});
describe('execute', () => {
it('should process items correctly', async () => {
// Arrange
const inputData: INodeExecutionData[] = [
{ json: { name: 'Alice', age: 30 } },
{ json: { name: 'Bob', age: 25 } },
];
executeFunctions.getInputData.mockReturnValue(inputData);
executeFunctions.getNodeParameter.mockImplementation((param: string) => {
switch (param) {
case 'operation':
return 'transform';
case 'transformType':
return 'uppercase';
default:
return undefined;
}
});
// Act
const result = await node.execute.call(executeFunctions);
// Assert
expect(result).toHaveLength(1);
expect(result[0]).toHaveLength(2);
expect(result[0][0].json).toEqual({
name: 'ALICE',
age: 30,
transformed: true,
});
expect(result[0][1].json).toEqual({
name: 'BOB',
age: 25,
transformed: true,
});
});
it('should handle errors gracefully', async () => {
// Arrange
executeFunctions.getInputData.mockReturnValue([
{ json: { invalid: 'data' } },
]);
executeFunctions.continueOnFail.mockReturnValue(true);
// Act
const result = await node.execute.call(executeFunctions);
// Assert
expect(result[0][0].error).toBeDefined();
expect(result[0][0].error.message).toContain('Missing required field');
expect(executeFunctions.logger.error).toHaveBeenCalled();
});
it('should retry on transient failures', async () => {
// Arrange
let attempts = 0;
executeFunctions.helpers.httpRequest.mockImplementation(async () => {
attempts++;
if (attempts < 3) {
throw new Error('Connection timeout');
}
return { success: true };
});
executeFunctions.getNodeParameter.mockImplementation((param: string) => {
if (param === 'retryOnFail') return true;
if (param === 'maxRetries') return 3;
return undefined;
});
// Act
const result = await node.execute.call(executeFunctions);
// Assert
expect(attempts).toBe(3);
expect(result[0][0].json).toEqual({ success: true });
expect(executeFunctions.logger.warn).toHaveBeenCalledWith(
expect.stringContaining('Retry attempt'),
expect.any(Object)
);
});
});
describe('data validation', () => {
it('should validate input schema', () => {
// Arrange
const validator = node.getValidator();
const validData = { name: 'Test', age: 25 };
const invalidData = { name: 'Test', age: 'not-a-number' };
// Act & Assert
expect(validator.validate(validData)).toBe(true);
expect(validator.validate(invalidData)).toBe(false);
expect(validator.errors).toContainEqual(
expect.objectContaining({
path: 'age',
message: 'Expected number, got string',
})
);
});
});
describe('credential handling', () => {
it('should handle OAuth token refresh', async () => {
// Arrange
const expiredToken = {
accessToken: 'expired',
refreshToken: 'refresh-token',
expiresAt: Date.now() - 3600000,
};
executeFunctions.getCredentials.mockResolvedValue(expiredToken);
executeFunctions.helpers.httpRequest.mockResolvedValue({
access_token: 'new-token',
expires_in: 3600,
});
// Act
const token = await node.getAccessToken.call(executeFunctions);
// Assert
expect(token).toBe('new-token');
expect(executeFunctions.helpers.httpRequest).toHaveBeenCalledWith({
method: 'POST',
url: expect.stringContaining('/oauth/token'),
body: expect.objectContaining({
grant_type: 'refresh_token',
refresh_token: 'refresh-token',
}),
});
});
});
});
Testing Streaming and Async Operations
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import { Readable, Writable } from 'stream';
import { pipeline } from 'stream/promises';
describe('StreamingNode', () => {
let node: StreamingNode;
beforeEach(() => {
node = new StreamingNode();
});
it('should process stream without loading all data', async () => {
// Arrange
const inputStream = Readable.from([
{ data: 'chunk1' },
{ data: 'chunk2' },
{ data: 'chunk3' },
]);
const outputChunks: any[] = [];
const outputStream = new Writable({
objectMode: true,
write(chunk, encoding, callback) {
outputChunks.push(chunk);
callback();
},
});
// Act
await pipeline(
inputStream,
node.createTransformStream(),
outputStream
);
// Assert
expect(outputChunks).toHaveLength(3);
expect(outputChunks[0]).toEqual({ data: 'CHUNK1', processed: true });
// Verify memory usage stayed constant
const memoryUsage = process.memoryUsage();
expect(memoryUsage.heapUsed).toBeLessThan(50 * 1024 * 1024); // Under 50MB
});
it('should handle backpressure correctly', async () => {
// Arrange
const slowConsumer = new Writable({
objectMode: true,
highWaterMark: 2,
async write(chunk, encoding, callback) {
await new Promise(resolve => setTimeout(resolve, 100));
callback();
},
});
const fastProducer = Readable.from(
Array(100).fill({ data: 'test' }),
{ highWaterMark: 10 }
);
// Act
const startTime = Date.now();
await pipeline(
fastProducer,
node.createTransformStream(),
slowConsumer
);
const duration = Date.now() - startTime;
// Assert - Should take ~10 seconds due to backpressure
expect(duration).toBeGreaterThan(9000);
expect(duration).toBeLessThan(11000);
});
});
Integration Testing
Testing with n8n Runtime
Integration tests must use the actual n8n runtime to ensure your node behaves correctly within workflows. Mock external services but use real n8n components.
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import { WorkflowExecute } from 'n8n-core';
import { Workflow } from 'n8n-workflow';
import { createMockServer } from './helpers/mockServer';
describe('CustomNode Integration Tests', () => {
let mockServer: any;
let workflow: Workflow;
let workflowExecute: WorkflowExecute;
beforeAll(async () => {
// Start mock server for external API
mockServer = await createMockServer();
await mockServer.listen(4000);
});
afterAll(async () => {
await mockServer.close();
});
beforeEach(() => {
// Create test workflow
const workflowData = {
nodes: [
{
id: 'start',
name: 'Start',
type: 'n8n-nodes-base.start',
typeVersion: 1,
position: [100, 100],
},
{
id: 'custom',
name: 'Custom Node',
type: 'customNode',
typeVersion: 1,
position: [300, 100],
parameters: {
operation: 'fetch',
endpoint: 'http://localhost:4000/api/data',
},
credentials: {
customApi: {
id: 'test-credential',
name: 'Test API',
},
},
},
],
connections: {
'Start': {
main: [[{ node: 'Custom Node', type: 'main', index: 0 }]],
},
},
};
workflow = new Workflow({
id: 'test-workflow',
name: 'Test Workflow',
nodes: workflowData.nodes,
connections: workflowData.connections,
active: false,
nodeTypes: getNodeTypes(),
});
workflowExecute = new WorkflowExecute({
additionalData: getAdditionalData(),
mode: 'manual',
workflowData,
});
});
it('should execute workflow successfully', async () => {
// Arrange
mockServer.get('/api/data').reply(200, {
items: [
{ id: 1, name: 'Item 1' },
{ id: 2, name: 'Item 2' },
],
});
// Act
const executionResult = await workflowExecute.run(workflow);
// Assert
expect(executionResult.finished).toBe(true);
expect(executionResult.data.resultData.error).toBeUndefined();
const nodeOutput = executionResult.data.resultData.runData['Custom Node'];
expect(nodeOutput[0].data.main[0]).toHaveLength(2);
expect(nodeOutput[0].data.main[0][0].json).toEqual({
id: 1,
name: 'Item 1',
});
});
it('should handle rate limiting with retry', async () => {
// Arrange
let attempts = 0;
mockServer.get('/api/data').reply(() => {
attempts++;
if (attempts === 1) {
return [429, { error: 'Rate limited' }, { 'Retry-After': '1' }];
}
return [200, { items: [{ id: 1 }] }];
});
// Act
const startTime = Date.now();
const executionResult = await workflowExecute.run(workflow);
const duration = Date.now() - startTime;
// Assert
expect(executionResult.finished).toBe(true);
expect(attempts).toBe(2);
expect(duration).toBeGreaterThan(1000); // Waited for retry
});
it('should propagate errors correctly', async () => {
// Arrange
mockServer.get('/api/data').reply(500, {
error: 'Internal server error',
});
// Act
const executionResult = await workflowExecute.run(workflow);
// Assert
expect(executionResult.finished).toBe(false);
expect(executionResult.data.resultData.error).toBeDefined();
expect(executionResult.data.resultData.error.message).toContain(
'Internal server error'
);
});
it('should handle webhook triggers', async () => {
// Arrange
const webhookWorkflow = new Workflow({
id: 'webhook-workflow',
name: 'Webhook Workflow',
nodes: [
{
id: 'webhook',
name: 'Webhook',
type: 'customWebhook',
typeVersion: 1,
position: [100, 100],
webhooks: [
{
name: 'default',
httpMethod: 'POST',
responseMode: 'onReceived',
path: 'test-webhook',
},
],
},
],
connections: {},
active: true,
nodeTypes: getNodeTypes(),
});
// Simulate webhook call
const webhookData = {
headers: { 'content-type': 'application/json' },
body: { test: 'data' },
query: {},
};
// Act
const result = await executeWebhook(webhookWorkflow, webhookData);
// Assert
expect(result.statusCode).toBe(200);
expect(result.data).toEqual({
received: true,
timestamp: expect.any(String),
});
});
});
End-to-End Testing
Testing Complete Workflows
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import { chromium, Browser, Page } from 'playwright';
import { TestDataGenerator } from './helpers/testData';
describe('E2E Workflow Tests', () => {
let browser: Browser;
let page: Page;
let testData: TestDataGenerator;
beforeAll(async () => {
browser = await chromium.launch({
headless: process.env.CI === 'true',
});
testData = new TestDataGenerator();
});
afterAll(async () => {
await browser.close();
});
beforeEach(async () => {
page = await browser.newPage();
await page.goto('http://localhost:5678'); // n8n instance
await login(page);
});
it('should execute data processing workflow end-to-end', async () => {
// Arrange - Create test data
const inputFile = await testData.generateCSV(1000);
await uploadToS3(inputFile);
// Act - Trigger workflow
await page.goto('http://localhost:5678/workflow/data-processing');
await page.click('[data-test-id="execute-workflow"]');
// Wait for execution
await page.waitForSelector('[data-test-id="execution-success"]', {
timeout: 30000,
});
// Assert - Verify results
const results = await getProcessedData();
expect(results).toHaveLength(1000);
expect(results[0]).toHaveProperty('processed', true);
// Verify side effects
const dbRecords = await queryDatabase('SELECT * FROM processed_items');
expect(dbRecords).toHaveLength(1000);
const notifications = await getEmailNotifications();
expect(notifications).toContainEqual(
expect.objectContaining({
subject: 'Processing Complete',
to: 'admin@example.com',
})
);
});
it('should handle error scenarios gracefully', async () => {
// Arrange - Create corrupted data
const corruptedFile = await testData.generateCorruptedCSV();
// Act - Trigger workflow with bad data
await triggerWorkflow({
workflowId: 'data-processing',
inputData: { file: corruptedFile },
});
// Wait for error handling
await page.waitForSelector('[data-test-id="execution-error"]');
// Assert - Verify error handling
const errorLog = await getErrorLog();
expect(errorLog).toContainEqual(
expect.objectContaining({
level: 'error',
message: expect.stringContaining('Corrupted data'),
})
);
// Verify error notification sent
const alerts = await getAlertNotifications();
expect(alerts).toHaveLength(1);
expect(alerts[0].channel).toBe('slack');
});
it('should scale under load', async () => {
// Arrange - Generate load
const promises = [];
const concurrentRequests = 50;
// Act - Execute multiple workflows concurrently
for (let i = 0; i < concurrentRequests; i++) {
promises.push(
triggerWorkflow({
workflowId: 'simple-process',
inputData: { id: i },
})
);
}
const startTime = Date.now();
const results = await Promise.allSettled(promises);
const duration = Date.now() - startTime;
// Assert
const successful = results.filter(r => r.status === 'fulfilled');
const failed = results.filter(r => r.status === 'rejected');
expect(successful.length).toBeGreaterThan(45); // >90% success rate
expect(failed.length).toBeLessThan(5);
expect(duration).toBeLessThan(10000); // Complete within 10 seconds
// Verify system stayed healthy
const metrics = await getSystemMetrics();
expect(metrics.cpu).toBeLessThan(80); // CPU under 80%
expect(metrics.memory).toBeLessThan(90); // Memory under 90%
});
});
Performance Testing
Load and Stress Testing
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import * as k6 from 'k6';
import { check, sleep } from 'k6';
import http from 'k6/http';
// k6 performance test script
export const options = {
stages: [
{ duration: '2m', target: 10 }, // Ramp up to 10 users
{ duration: '5m', target: 10 }, // Stay at 10 users
{ duration: '2m', target: 50 }, // Ramp up to 50 users
{ duration: '5m', target: 50 }, // Stay at 50 users
{ duration: '2m', target: 100 }, // Ramp up to 100 users
{ duration: '5m', target: 100 }, // Stay at 100 users
{ duration: '5m', target: 0 }, // Ramp down to 0 users
],
thresholds: {
http_req_duration: ['p(95)<500'], // 95% of requests under 500ms
http_req_failed: ['rate<0.1'], // Error rate under 10%
},
};
export default function performanceTest() {
// Test workflow execution
const payload = JSON.stringify({
workflowId: 'performance-test',
data: {
items: generateTestItems(100),
},
});
const params = {
headers: {
'Content-Type': 'application/json',
'X-N8N-API-KEY': __ENV.API_KEY,
},
};
const response = http.post(
'http://localhost:5678/api/v1/workflows/execute',
payload,
params
);
// Verify response
check(response, {
'status is 200': (r) => r.status === 200,
'execution completed': (r) => JSON.parse(r.body).finished === true,
'no errors': (r) => !JSON.parse(r.body).error,
'response time OK': (r) => r.timings.duration < 1000,
});
sleep(1);
}
export function handleSummary(data: any) {
return {
'performance-report.html': htmlReport(data),
'performance-metrics.json': JSON.stringify(data, null, 2),
};
}
function generateTestItems(count: number) {
return Array.from({ length: count }, (_, i) => ({
id: i,
name: `Item ${i}`,
data: Math.random().toString(36).substring(7),
}));
}
CI/CD Pipeline
GitHub Actions Workflow
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name: n8n Node CI/CD
on:
push:
branches: [main, develop]
pull_request:
branches: [main]
release:
types: [created]
env:
NODE_VERSION: '18'
N8N_VERSION: 'latest'
jobs:
lint:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v3
- name: Setup Node.js
uses: actions/setup-node@v3
with:
node-version: ${{ env.NODE_VERSION }}
cache: 'npm'
- name: Install dependencies
run: npm ci
- name: Run ESLint
run: npm run lint
- name: Run Prettier
run: npm run format:check
- name: Type checking
run: npm run typecheck
test:
runs-on: ubuntu-latest
needs: lint
strategy:
matrix:
node-version: [16, 18, 20]
n8n-version: [0.220.0, 0.230.0, latest]
services:
postgres:
image: postgres:14
env:
POSTGRES_PASSWORD: postgres
options: >-
--health-cmd pg_isready
--health-interval 10s
--health-timeout 5s
--health-retries 5
ports:
- 5432:5432
redis:
image: redis:7
options: >-
--health-cmd "redis-cli ping"
--health-interval 10s
--health-timeout 5s
--health-retries 5
ports:
- 6379:6379
steps:
- uses: actions/checkout@v3
- name: Setup Node.js
uses: actions/setup-node@v3
with:
node-version: ${{ matrix.node-version }}
cache: 'npm'
- name: Install n8n
run: npm install -g n8n@${{ matrix.n8n-version }}
- name: Install dependencies
run: npm ci
- name: Run unit tests
run: npm run test:unit
env:
CI: true
- name: Run integration tests
run: npm run test:integration
env:
DATABASE_URL: postgresql://postgres:postgres@localhost:5432/test
REDIS_URL: redis://localhost:6379
CI: true
- name: Upload coverage
uses: codecov/codecov-action@v3
with:
files: ./coverage/lcov.info
flags: unittests
name: codecov-umbrella
security:
runs-on: ubuntu-latest
needs: lint
steps:
- uses: actions/checkout@v3
- name: Run Snyk security scan
uses: snyk/actions/node@master
env:
SNYK_TOKEN: ${{ secrets.SNYK_TOKEN }}
with:
args: --severity-threshold=high
- name: Run npm audit
run: npm audit --audit-level=high
- name: Run OWASP dependency check
uses: dependency-check/Dependency-Check_Action@main
with:
project: 'n8n-custom-node'
path: '.'
format: 'HTML'
- name: Upload dependency check results
uses: actions/upload-artifact@v3
with:
name: dependency-check-report
path: reports/
performance:
runs-on: ubuntu-latest
needs: test
steps:
- uses: actions/checkout@v3
- name: Setup k6
run: |
sudo apt-key adv --keyserver hkp://keyserver.ubuntu.com:80 --recv-keys C5AD17C747E3415A3642D57D77C6C491D6AC1D69
echo "deb https://dl.k6.io/deb stable main" | sudo tee /etc/apt/sources.list.d/k6.list
sudo apt-get update
sudo apt-get install k6
- name: Start n8n instance
run: |
docker run -d \
-p 5678:5678 \
-e N8N_BASIC_AUTH_ACTIVE=false \
-e N8N_METRICS=true \
--name n8n \
n8nio/n8n:${{ env.N8N_VERSION }}
- name: Wait for n8n
run: |
until curl -f http://localhost:5678/healthz; do
sleep 2
done
- name: Run performance tests
run: k6 run tests/performance/load-test.js
env:
API_KEY: ${{ secrets.TEST_API_KEY }}
- name: Upload performance results
uses: actions/upload-artifact@v3
with:
name: performance-results
path: performance-report.html
build:
runs-on: ubuntu-latest
needs: [test, security]
if: github.event_name != 'pull_request'
steps:
- uses: actions/checkout@v3
- name: Setup Node.js
uses: actions/setup-node@v3
with:
node-version: ${{ env.NODE_VERSION }}
cache: 'npm'
registry-url: 'https://registry.npmjs.org'
- name: Install dependencies
run: npm ci
- name: Build node
run: npm run build
- name: Package node
run: npm pack
- name: Upload build artifacts
uses: actions/upload-artifact@v3
with:
name: node-package
path: '*.tgz'
deploy:
runs-on: ubuntu-latest
needs: build
if: github.ref == 'refs/heads/main'
environment:
name: production
url: https://npm.js.com/package/n8n-nodes-custom
steps:
- uses: actions/checkout@v3
- name: Download build artifacts
uses: actions/download-artifact@v3
with:
name: node-package
- name: Setup Node.js
uses: actions/setup-node@v3
with:
node-version: ${{ env.NODE_VERSION }}
registry-url: 'https://registry.npmjs.org'
- name: Publish to npm
run: npm publish *.tgz
env:
NODE_AUTH_TOKEN: ${{ secrets.NPM_TOKEN }}
- name: Create GitHub Release
uses: softprops/action-gh-release@v1
with:
files: '*.tgz'
generate_release_notes: true
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
- name: Deploy documentation
run: |
npm run docs:build
npm run docs:deploy
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
- name: Notify deployment
uses: 8398a7/action-slack@v3
with:
status: ${{ job.status }}
text: 'Deployment completed for version ${{ github.sha }}'
webhook_url: ${{ secrets.SLACK_WEBHOOK }}
if: always()
Docker Build Pipeline
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# Multi-stage build for production
FROM node:18-alpine AS builder
WORKDIR /app
# Copy package files
COPY package*.json ./
COPY tsconfig.json ./
# Install dependencies
RUN npm ci --only=production
# Copy source code
COPY src ./src
COPY nodes ./nodes
COPY credentials ./credentials
# Build TypeScript
RUN npm run build
# Test stage
FROM builder AS test
# Install dev dependencies
RUN npm ci
# Copy test files
COPY tests ./tests
COPY jest.config.js ./
# Run tests
RUN npm run test
# Security scan
RUN npm audit --production
# Production stage
FROM node:18-alpine AS production
WORKDIR /app
# Install dumb-init for proper signal handling
RUN apk add --no-cache dumb-init
# Create non-root user
RUN addgroup -g 1001 -S nodejs && \
adduser -S nodejs -u 1001
# Copy built application
COPY --from=builder --chown=nodejs:nodejs /app/dist ./dist
COPY --from=builder --chown=nodejs:nodejs /app/node_modules ./node_modules
COPY --from=builder --chown=nodejs:nodejs /app/package*.json ./
# Switch to non-root user
USER nodejs
# Health check
HEALTHCHECK --interval=30s --timeout=3s --start-period=5s --retries=3 \
CMD node healthcheck.js
# Use dumb-init to handle signals
ENTRYPOINT ["dumb-init", "--"]
CMD ["node", "dist/index.js"]
Contract Testing
API Contract Validation
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import { Pact } from '@pact-foundation/pact';
import { like, eachLike, term } from '@pact-foundation/pact/src/dsl/matchers';
describe('API Contract Tests', () => {
const provider = new Pact({
consumer: 'n8n-custom-node',
provider: 'external-api',
port: 1234,
log: 'logs/pact.log',
dir: 'pacts',
logLevel: 'warn',
});
beforeAll(() => provider.setup());
afterEach(() => provider.verify());
afterAll(() => provider.finalize());
describe('Data API Contract', () => {
it('should fetch items with correct structure', async () => {
// Define expected interaction
await provider.addInteraction({
state: 'items exist',
uponReceiving: 'a request for items',
withRequest: {
method: 'GET',
path: '/api/items',
headers: {
Authorization: term({
generate: 'Bearer token123',
matcher: 'Bearer .+',
}),
},
},
willRespondWith: {
status: 200,
headers: {
'Content-Type': 'application/json',
},
body: {
items: eachLike({
id: like(1),
name: like('Item'),
created_at: term({
generate: '2024-01-01T00:00:00Z',
matcher: '\\d{4}-\\d{2}-\\d{2}T\\d{2}:\\d{2}:\\d{2}Z',
}),
metadata: like({
version: like(1),
tags: eachLike('tag'),
}),
}),
pagination: like({
page: 1,
per_page: 20,
total: 100,
}),
},
},
});
// Test the interaction
const response = await callApi('/api/items');
// Verify structure
expect(response.items).toBeDefined();
expect(response.items[0]).toHaveProperty('id');
expect(response.items[0]).toHaveProperty('name');
expect(response.items[0]).toHaveProperty('created_at');
expect(response.pagination).toHaveProperty('total');
});
});
});
Best Practices Summary
Testing Checklist
Comprehensive Testing Strategy
Comprehensive Testing Strategy
-
Unit Testing
- Test all business logic
- Mock external dependencies
- Aim for >80% code coverage
- Test error scenarios
-
Integration Testing
- Test with real n8n runtime
- Mock external services
- Verify workflow execution
- Test credential handling
-
End-to-End Testing
- Test complete user journeys
- Include UI interactions
- Verify side effects
- Test error recovery
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Performance Testing
- Load test with realistic data
- Monitor resource usage
- Test concurrent executions
- Identify bottlenecks
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Security Testing
- Scan for vulnerabilities
- Test authentication
- Validate input sanitization
- Check for secrets in code
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CI/CD Pipeline
- Automate all tests
- Multi-version testing
- Security scanning
- Automated deployment
- Rollback capability
Conclusion
Youβve now mastered the complete n8n developer toolkit. From streaming and webhooks to testing and deployment, you have the skills to build production-grade n8n nodes that scale, handle errors gracefully, and integrate seamlessly with enterprise systems.Return to Course Overview
Back to n8n Developer Course Overview