E-commerce Platform: Black Friday Security Save
How we discovered 23 vulnerabilities in AI-generated checkout code—including an authentication bypass that would have exposed 1.2 million customer payment methods during their biggest sales event.
23
Total vulnerabilities
5
Critical severity
2.5hr
Review time
$18M
Revenue protected
Background
- •Company: Top 50 E-commerce Platform (identity protected)
- •Challenge: New checkout system for Black Friday surge
- •AI Tools: GitHub Copilot (100% of new checkout code)
- •Timeline: 10 days before Black Friday
- •Expected Traffic: 50M visitors, $280M in sales
The Discovery Process
Day 1: The Panic Call
"We're 10 days from Black Friday and just discovered our senior developer used Copilot for the entire new checkout system," the VP of Engineering explained. "Our pen testers found something, but we need experts. NOW."
What started as a "quick security check" turned into discovering a catastrophic authentication bypass that would have turned Black Friday into a data breach nightmare.
Critical Vulnerability #1: Complete Authentication Bypass
Copilot's "helpful" suggestion allowed anyone to checkout as any user:
// AI-generated checkout authentication
app.post('/api/checkout', async (req, res) => {
// Copilot suggested multiple auth methods for "flexibility"
let userId;
if (req.headers.authorization) {
// JWT auth
const token = req.headers.authorization.split(' ')[1];
const decoded = jwt.decode(token); // NO VERIFICATION!
userId = decoded?.userId;
} else if (req.session?.userId) {
// Session auth
userId = req.session.userId;
} else if (req.body.userId) {
// "Guest checkout" - just pass any userId!
userId = req.body.userId;
}
if (!userId) {
return res.status(401).json({ error: 'Please login' });
}
// Process order with saved payment methods
const user = await db.users.findById(userId);
const order = await processOrder({
user,
items: req.body.items,
paymentMethodId: req.body.paymentMethodId || user.defaultPaymentMethod
});
res.json({ order, user }); // Returns all user data!
});
Impact: Anyone could place orders as any user by simply including their userId in the request body. Access saved addresses, payment methods, and order history.
Critical Vulnerability #2: XSS in Product Search
AI didn't sanitize user input in search results:
// AI-generated search with XSS vulnerability
app.get('/api/search', async (req, res) => {
const { q } = req.query;
// SQL injection vulnerability too!
const products = await db.query(`
SELECT * FROM products
WHERE name LIKE '%${q}%'
OR description LIKE '%${q}%'
ORDER BY popularity DESC
`);
// Render results with user input
const html = `
<div class="search-results">
<h2>Results for "${q}"</h2>
${products.map(p => `
<div class="product">
<h3>${p.name}</h3>
<p>${p.description}</p>
</div>
`).join('')}
</div>
`;
res.send(html); // No sanitization!
});
Impact: Attackers could inject JavaScript to steal session cookies, redirect to phishing sites, or modify prices on the page.
Critical Vulnerability #3: Insecure Direct Object References
Access any order, any user's data, any payment method:
// AI forgot authorization checks everywhere
// View any order
app.get('/api/orders/:orderId', async (req, res) => {
const order = await db.orders.findById(req.params.orderId);
res.json(order); // No ownership check!
});
// Download any invoice
app.get('/api/invoices/:invoiceId', async (req, res) => {
const invoice = await getInvoice(req.params.invoiceId);
res.send(invoice.pdf); // Contains addresses, payment info
});
// Modify any cart
app.put('/api/carts/:cartId', async (req, res) => {
await db.carts.update(req.params.cartId, req.body);
res.json({ success: true }); // Change anyone's cart!
});
Impact: Complete breakdown of access control. View orders, download invoices with full customer details, modify other users' carts.
The Complete Security Disaster
Race Condition in Inventory
Multiple users could buy the same limited item:
// No locking mechanism
if (product.stock > 0) {
// Time gap allows overselling
product.stock--;
await product.save();
}
Could oversell limited Black Friday deals
Payment Data Exposure
Full credit card details in responses:
// Returns everything!
res.json({
user,
paymentMethods: user.paymentMethods,
// Includes full card numbers!
});
PCI compliance violation
No Rate Limiting
Checkout endpoints had zero protection:
// Brute force paradise
app.post('/api/checkout',
// No rate limiting!
checkoutHandler
);
Could DDoS during Black Friday
Coupon Code Bypass
Apply any discount to any order:
// Client-side validation only
if (req.body.discount) {
order.total *= (1 - req.body.discount);
}
100% discount = free shopping
Black Friday Disaster Scenarios
What Would Have Happened
Hour 1: Launch
Black Friday sale goes live. 2 million users hit the site. Everything seems fine.
Hour 2: Discovery
Hackers discover authentication bypass. Word spreads on forums. Automated scripts start harvesting user data and placing fraudulent orders.
Hour 3-4: Exploitation
Mass account takeovers. Saved payment methods used for purchases. Customer data sold on dark web. Social media explodes with complaints.
Hour 5: Meltdown
Site taken offline. Black Friday revenue lost. Emergency response team assembled. PR nightmare begins. Stock price plummets.
Total Projected Impact
- • $280M in lost Black Friday revenue
- • 1.2M customer payment methods exposed
- • $50M+ in fraud losses
- • $100M+ in lawsuits
- • 40% stock price drop
- • Immeasurable reputation damage
The Emergency Fix
120-Hour Code Sprint
We worked with their team around the clock to rebuild the checkout system:
1. Proper Authentication
// Secure checkout with single auth method
const authenticateUser = async (req, res, next) => {
const token = req.headers.authorization?.split(' ')[1];
if (!token) {
return res.status(401).json({ error: 'Authentication required' });
}
try {
// ALWAYS verify JWT
const decoded = jwt.verify(token, process.env.JWT_SECRET);
req.user = await db.users.findById(decoded.userId);
if (!req.user) {
return res.status(401).json({ error: 'Invalid user' });
}
next();
} catch (err) {
return res.status(401).json({ error: 'Invalid token' });
}
};
app.post('/api/checkout',
authenticateUser,
rateLimiter({ max: 5, windowMs: 15 * 60 * 1000 }),
async (req, res) => {
// Only authenticated users reach here
await processSecureCheckout(req.user, req.body);
}
);
2. Input Sanitization
// Prevent XSS and SQL injection
const sanitizeSearchInput = (input) => {
return validator.escape(input)
.replace(/[^a-zA-Z0-9s-]/g, '')
.trim()
.substring(0, 100);
};
app.get('/api/search', async (req, res) => {
const sanitized = sanitizeSearchInput(req.query.q);
// Parameterized query
const products = await db.query(
'SELECT * FROM products WHERE name LIKE ? OR description LIKE ?',
[`%${sanitized}%`, `%${sanitized}%`]
);
res.json({
query: sanitized,
results: products.map(p => ({
id: p.id,
name: validator.escape(p.name),
description: validator.escape(p.description),
price: p.price
}))
});
});
3. Access Control Implementation
// Verify ownership for all resources
const verifyOrderOwnership = async (req, res, next) => {
const order = await db.orders.findById(req.params.orderId);
if (!order) {
return res.status(404).json({ error: 'Order not found' });
}
if (order.userId !== req.user.id) {
// Log potential attack
await securityLog.warn('Unauthorized order access attempt', {
userId: req.user.id,
orderId: req.params.orderId,
ip: req.ip
});
return res.status(403).json({ error: 'Access denied' });
}
req.order = order;
next();
};
app.get('/api/orders/:orderId',
authenticateUser,
verifyOrderOwnership,
(req, res) => {
// Sanitize response
res.json({
id: req.order.id,
items: req.order.items,
total: req.order.total,
status: req.order.status
// Never include payment details
});
}
);
Black Friday Load Testing
After fixing vulnerabilities, we stress-tested for Black Friday scale:
Load Test Results
- Concurrent users500,000
- Requests per second50,000
- Average response time45ms
- Error rate0.001%
Security Hardening
- ✓DDoS protection enabled
- ✓Rate limiting on all endpoints
- ✓Real-time anomaly detection
- ✓Automated attack response
Black Friday Success
Technical Metrics
- ✓99.99% uptime during Black Friday
- ✓Zero security incidents
- ✓Handled 52M unique visitors
- ✓Blocked 1.2M attack attempts
Business Impact
- ✓$312M in Black Friday sales (12% over target)
- ✓Zero customer data exposed
- ✓NPS score increased by 15 points
- ✓Featured in tech press for smooth sale
"Copilot's suggestions looked perfect. Shamans showed us how attackers could bypass our entire auth system. Without their review, Black Friday would have been a catastrophe. Instead, we had our best sales day ever."
— VP of Engineering, E-commerce Platform
Key Takeaways for E-commerce
1. AI Optimizes for Features, Not Security
AI suggestions make checkout "easier" by removing security friction. In e-commerce, that friction prevents fraud. Every convenience is a potential vulnerability.
2. Peak Events Amplify Risk
Black Friday, Cyber Monday, flash sales—these events attract both customers and attackers. A vulnerability that might go unnoticed normally becomes a goldmine during high-traffic events.
3. Customer Trust Is Everything
One data breach destroys years of customer loyalty. In e-commerce, security isn't just about compliance—it's about survival. Customers never forget when you lose their payment data.
4. Speed Without Security = Disaster
Using AI to ship faster for seasonal events seems smart until you're explaining a breach to millions of customers. The fastest code is worthless if it exposes customer data.
E-commerce AI Security Checklist
Before Deploying AI-Generated E-commerce Code
Authentication cannot be bypassed
Single auth method, always verified
All user input is sanitized
Prevent XSS, SQL injection, command injection
Access control on every endpoint
Users can only access their own data
Payment data never exposed
PCI compliance maintained
Rate limiting implemented
Prevent DDoS and brute force
Load tested for peak events
Can handle 10x normal traffic
Is Your E-commerce Platform Secure?
E-commerce platforms are prime targets for attackers. AI-generated code makes it easier than ever to accidentally create vulnerabilities. Don't wait for your Black Friday disaster—get your code reviewed now.