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CASE STUDY

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.