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Creating effective serverless functions requires careful attention to both code quality and performance optimization. Let me share my experience with proven JavaScript techniques that have consistently delivered results.
Function Startup Optimization
The initial function startup time significantly impacts user experience. I've found that moving initialization code outside the handler function reduces cold start latency substantially.
// Bad Practice
exports.handler = async (event) => {
const db = new Database();
const config = await loadConfig();
// Handle request
};
// Good Practice
const db = new Database();
const config = loadConfig();
exports.handler = async (event) => {
// Handle request directly
};
Error handling is crucial for maintaining reliability. I implement a consistent error handling pattern across all functions:
const createErrorResponse = (code, message, details) => ({
statusCode: code,
body: JSON.stringify({
error: {
message,
details,
timestamp: new Date().toISOString()
}
})
});
exports.handler = async (event) => {
try {
// Function logic
} catch (error) {
console.error('Function error:', error);
return createErrorResponse(500, 'Internal server error', error.message);
}
};
Input validation prevents issues before they occur. I use JSON Schema for robust validation:
const Ajv = require('ajv');
const ajv = new Ajv();
const schema = {
type: 'object',
properties: {
userId: { type: 'string' },
amount: { type: 'number', minimum: 0 }
},
required: ['userId', 'amount']
};
const validate = ajv.compile(schema);
exports.handler = async (event) => {
const data = JSON.parse(event.body);
if (!validate(data)) {
return createErrorResponse(400, 'Invalid input', validate.errors);
}
// Process validated data
};
Managing dependencies effectively is essential for maintaining lean functions. I analyze dependencies regularly and remove unused ones:
// package.json
{
"dependencies": {
"aws-sdk": "^2.1001.0",
"ajv": "^8.6.3"
},
"devDependencies": {
"jest": "^27.2.5"
}
}
Connection pooling improves performance significantly. I maintain connection pools outside the handler:
const { Pool } = require('pg');
const pool = new Pool({
max: 1,
connectionTimeoutMillis: 10000,
});
exports.handler = async (event) => {
const client = await pool.connect();
try {
const result = await client.query('SELECT * FROM users');
return {
statusCode: 200,
body: JSON.stringify(result.rows)
};
} finally {
client.release();
}
};
Monitoring provides crucial insights. I implement comprehensive logging and metrics:
const startTime = process.hrtime();
const logMetrics = (operation, duration) => {
console.log({
operation,
duration,
memory: process.memoryUsage(),
timestamp: new Date().toISOString()
});
};
exports.handler = async (event) => {
try {
const result = await processRequest(event);
const duration = process.hrtime(startTime);
logMetrics('success', duration[0] * 1000 + duration[1] / 1000000);
return result;
} catch (error) {
logMetrics('error', process.hrtime(startTime));
throw error;
}
};
Testing ensures reliability. I create comprehensive test suites:
const { handler } = require('./index');
describe('Lambda Function', () => {
test('processes valid input correctly', async () => {
const event = {
body: JSON.stringify({
userId: '123',
amount: 100
})
};
const response = await handler(event);
expect(response.statusCode).toBe(200);
});
test('handles invalid input', async () => {
const event = {
body: JSON.stringify({
userId: '123'
})
};
const response = await handler(event);
expect(response.statusCode).toBe(400);
});
});
Response formatting should be consistent across all functions:
const createResponse = (code, data) => ({
statusCode: code,
headers: {
'Content-Type': 'application/json',
'Access-Control-Allow-Origin': '*'
},
body: JSON.stringify({
data,
timestamp: new Date().toISOString()
})
});
exports.handler = async (event) => {
const result = await processRequest(event);
return createResponse(200, result);
};
Memory management is crucial for serverless functions. I implement cleanup routines:
exports.handler = async (event) => {
let tempResources = [];
try {
tempResources = await allocateResources();
const result = await processRequest(event, tempResources);
return createResponse(200, result);
} finally {
await Promise.all(tempResources.map(resource => resource.cleanup()));
}
};
Caching improves performance for frequently accessed data:
const NodeCache = require('node-cache');
const cache = new NodeCache({ stdTTL: 600 });
exports.handler = async (event) => {
const cacheKey = `data_${event.pathParameters.id}`;
let data = cache.get(cacheKey);
if (!data) {
data = await fetchDataFromDatabase();
cache.set(cacheKey, data);
}
return createResponse(200, data);
};
Security is paramount. I implement security best practices:
const crypto = require('crypto');
const validateToken = (token) => {
const hash = crypto.createHash('sha256');
const timestamp = Math.floor(Date.now() / 1000);
return hash.update(`${token}${timestamp}`).digest('hex');
};
exports.handler = async (event) => {
if (!validateToken(event.headers.authorization)) {
return createResponse(401, { message: 'Unauthorized' });
}
// Process authorized request
};
Performance optimization requires careful resource management:
const { performance } = require('perf_hooks');
exports.handler = async (event) => {
const start = performance.now();
try {
if (performance.now() - start > 5000) {
throw new Error('Operation timeout');
}
const result = await processRequest(event);
return createResponse(200, result);
} finally {
console.log(`Operation took ${performance.now() - start}ms`);
}
};
These techniques form a robust foundation for building reliable serverless functions. Regular testing, monitoring, and optimization ensure optimal performance and reliability. The key is to maintain a balance between feature richness and operational efficiency while ensuring code maintainability and scalability.
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