diff --git a/wardrobe-ai/.env.example b/wardrobe-ai/.env.example
index d23e3b8..3468651 100644
--- a/wardrobe-ai/.env.example
+++ b/wardrobe-ai/.env.example
@@ -5,5 +5,8 @@ NODE_ENV=development
 # Database
 DATABASE_PATH=./wardrobe.db
 
+# Amazon Affiliate Configuration
+AMAZON_ASSOCIATE_ID=greybeardhold-20
+
 # Frontend Configuration
 NEXT_PUBLIC_API_URL=http://localhost:3001/api
diff --git a/wardrobe-ai/backend/init-db.js b/wardrobe-ai/backend/init-db.js
index e303155..0b492cc 100644
--- a/wardrobe-ai/backend/init-db.js
+++ b/wardrobe-ai/backend/init-db.js
@@ -1,6 +1,9 @@
 const sqlite3 = require('sqlite3').verbose();
 const path = require('path');
 
+// Amazon Affiliate Configuration
+const AFFILIATE_ID = process.env.AMAZON_ASSOCIATE_ID || 'greybeardhold-20';
+
 const db = new sqlite3.Database(path.join(__dirname, 'wardrobe.db'), (err) => {
   if (err) {
     console.error('Error opening database:', err);
@@ -76,32 +79,32 @@ function initializeDatabase() {
 
 function loadSeedProducts() {
   const seedProducts = [
-    { asin: 'B08N5KWM3S', title: 'Hanes Women\'s EcoFleece Oversized Hoodie', brand: 'Hanes', category: 'Tops', color: 'Grey', style_tags: 'casual,comfortable,cozy', price: 22.99, image_url: 'https://m.media-amazon.com/images/I/61Z6J7X7X9L.jpg', affiliate_link: 'https://www.amazon.com/dp/B08N5KWM3S' },
-    { asin: 'B09Q5G7X1J', title: 'Gap Women\'s Classic French Terry Sweatpants', brand: 'Gap', category: 'Bottoms', color: 'Grey', style_tags: 'casual,comfortable,classic', price: 29.99, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X8L.jpg', affiliate_link: 'https://www.amazon.com/dp/B09Q5G7X1J' },
-    { asin: 'B08T9N5J1K', title: 'Levi\'s Women\'s 511 Slim Fit Jeans', brand: 'Levi\'s', category: 'Bottoms', color: 'Blue', style_tags: 'classic,professional,slim', price: 49.99, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X7L.jpg', affiliate_link: 'https://www.amazon.com/dp/B08T9N5J1K' },
-    { asin: 'B09R7P3X2K', title: 'Uniqlo Women\'s U-Sweater Crewneck', brand: 'Uniqlo', category: 'Tops', color: 'Navy', style_tags: 'classic,professional,casual', price: 39.90, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X6L.jpg', affiliate_link: 'https://www.amazon.com/dp/B09R7P3X2K' },
-    { asin: 'B08K7L8N1M', title: 'Amazon Essentials Women\'s Tanks', brand: 'Amazon Essentials', category: 'Tops', color: 'White', style_tags: 'casual,professional,classic', price: 12.99, image_url: 'https://m.media-amazon.com/images/I/51Z5J5X5X1L.jpg', affiliate_link: 'https://www.amazon.com/dp/B08K7L8N1M' },
-    { asin: 'B09M2N4X6P', title: 'Columbia Women\'s PFG Badgeless Shirt', brand: 'Columbia', category: 'Tops', color: 'Pink', style_tags: 'casual,outdoor,feminine', price: 49.99, image_url: 'https://m.media-amazon.com/images/I/61Z6J6X6X2L.jpg', affiliate_link: 'https://www.amazon.com/dp/B09M2N4X6P' },
-    { asin: 'B08F1K7L3N', title: 'Calvin Klein Women\'s Cotton Briefs', brand: 'Calvin Klein', category: 'Undergarments', color: 'White', style_tags: 'professional,classic,classic', price: 24.99, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X3L.jpg', affiliate_link: 'https://www.amazon.com/dp/B08F1K7L3N' },
-    { asin: 'B09D9R8K2L', title: 'Nike Women\'s Dri-FIT Running Socks', brand: 'Nike', category: 'Accessories', color: 'Black', style_tags: 'casual,active,feminine', price: 12.00, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X4L.jpg', affiliate_link: 'https://www.amazon.com/dp/B09D9R8K2L' },
-    { asin: 'B08YQJ7X5M', title: 'Wildfang Women\'s Arcade Hoodie', brand: 'Wildfang', category: 'Tops', color: 'Black', style_tags: 'edgy,casual,boho', price: 89.00, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X5L.jpg', affiliate_link: 'https://www.amazon.com/dp/B08YQJ7X5M' },
-    { asin: 'B09H1Z3X8P', title: 'Re/Done Women\'s Denim Jacket', brand: 'Re/Done', category: 'Outerwear', color: 'Blue', style_tags: 'classic,edgy,feminine', price: 228.00, image_url: 'https://m.media-amazon.com/images/I/61Z6J7X7X6L.jpg', affiliate_link: 'https://www.amazon.com/dp/B09H1Z3X8P' },
-    { asin: 'B08L5N9K2L', title: 'Free People Women\'s Macrofleurette Maxi Dress', brand: 'Free People', category: 'Dresses', color: 'Multicolor', style_tags: 'boho,feminine,casual', price: 79.00, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X7L.jpg', affiliate_link: 'https://www.amazon.com/dp/B08L5N9K2L' },
-    { asin: 'B09P7X6K1N', title: 'Anthropologie Women\'s Cottontail Maxi Dress', brand: 'Anthropologie', category: 'Dresses', color: 'White', style_tags: 'feminine,elegant,casual', price: 128.00, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X8L.jpg', affiliate_link: 'https://www.amazon.com/dp/B09P7X6K1N' },
-    { asin: 'B08Q4M7L3K', title: 'Madewell Women\'s Chino Shorts', brand: 'Madewell', category: 'Bottoms', color: 'Khaki', style_tags: 'casual,professional,classic', price: 44.00, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X1L.jpg', affiliate_link: 'https://www.amazon.com/dp/B08Q4M7L3K' },
-    { asin: 'B09W1Z5X3P', title: 'Eileen Fisher Women\'s Knit Tunic', brand: 'Eileen Fisher', category: 'Tops', color: 'Grey', style_tags: 'classic,professional,boho', price: 128.00, image_url: 'https://m.media-amazon.com/images/I/61Z6J6X6X3L.jpg', affiliate_link: 'https://www.amazon.com/dp/B09W1Z5X3P' },
-    { asin: 'B08J7K9L2N', title: 'Talbots Women\'s Cashmere Blend Sweater', brand: 'Talbots', category: 'Tops', color: 'Burgundy', style_tags: 'classic,professional,elegant', price: 128.00, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X4L.jpg', affiliate_link: 'https://www.amazon.com/dp/B08J7K9L2N' },
-    { asin: 'B09B3X8K1L', title: 'Banana Republic Women\'s Tailored Trousers', brand: 'Banana Republic', category: 'Bottoms', color: 'Black', style_tags: 'professional,classic,slim', price: 69.99, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X5L.jpg', affiliate_link: 'https://www.amazon.com/dp/B09B3X8K1L' },
-    { asin: 'B08X7N4K2M', title: 'J.Crew Women\'s Lucid Sateen Pants', brand: 'J.Crew', category: 'Bottoms', color: 'Navy', style_tags: 'professional,classic,slim', price: 59.99, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X2L.jpg', affiliate_link: 'https://www.amazon.com/dp/B08X7N4K2M' },
-    { asin: 'B09F2K6L1N', title: 'Old Navy Women\'s Power Stretch Jeans', brand: 'Old Navy', category: 'Bottoms', color: 'Blue', style_tags: 'casual,comfortable,classic', price: 29.99, image_url: 'https://m.media-amazon.com/images/I/61Z6J7X7X8L.jpg', affiliate_link: 'https://www.amazon.com/dp/B09F2K6L1N' },
-    { asin: 'B08R9X7K3L', title: 'Pact Women\'s Cotton Crew Tee', brand: 'Pact', category: 'Tops', color: 'Blue', style_tags: 'casual,eco-friendly,classic', price: 19.99, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X5L.jpg', affiliate_link: 'https://www.amazon.com/dp/B08R9X7K3L' },
-    { asin: 'B09L5Z2X4K', title: 'Pact Women\'s Cotton Cardigan', brand: 'Pact', category: 'Outerwear', color: 'Cream', style_tags: 'casual,eco-friendly,classic', price: 59.99, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X6L.jpg', affiliate_link: 'https://www.amazon.com/dp/B09L5Z2X4K' },
-    { asin: 'B08M1K8L2N', title: 'Girlfriend Collective Women\'s Compress Leggings', brand: 'Girlfriend Collective', category: 'Bottoms', color: 'Black', style_tags: 'active,edgy,casual', price: 68.00, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X3L.jpg', affiliate_link: 'https://www.amazon.com/dp/B08M1K8L2N' },
-    { asin: 'B09Q2K5L1M', title: 'Reversible Running Cap', brand: 'Amazon Basics', category: 'Accessories', color: 'Black', style_tags: 'active,casual,practical', price: 9.99, image_url: 'https://m.media-amazon.com/images/I/61Z6J6X6X4L.jpg', affiliate_link: 'https://www.amazon.com/dp/B09Q2K5L1M' },
-    { asin: 'B08T7X9K1L', title: 'Bamboo Silk Scarf', brand: 'Etsy', category: 'Accessories', color: 'Multicolor', style_tags: 'boho,feminine,elegant', price: 24.99, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X6L.jpg', affiliate_link: 'https://www.amazon.com/dp/B08T7X9K1L' },
-    { asin: 'B09D1Z4K2P', title: 'Leather Tote Bag', brand: 'Amazon Basics', category: 'Accessories', color: 'Brown', style_tags: 'professional,classic,practical', price: 39.99, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X7L.jpg', affiliate_link: 'https://www.amazon.com/dp/B09D1Z4K2P' },
-    { asin: 'B08W3K7L1N', title: 'Sunglasses - Oversized', brand: 'Amazon Basics', category: 'Accessories', color: 'Black', style_tags: 'feminine,edgy,casual', price: 14.99, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X4L.jpg', affiliate_link: 'https://www.amazon.com/dp/B08W3K7L1N' },
-    { asin: 'B09H5X2K3L', title: 'Beaded Necklace Set', brand: 'Etsy', category: 'Accessories', color: 'Multicolor', style_tags: 'boho,feminine,elegant', price: 29.99, image_url: 'https://m.media-amazon.com/images/I/61Z6J7X7X9L.jpg', affiliate_link: 'https://www.amazon.com/dp/B09H5X2K3L' }
+    { asin: 'B08N5KWM3S', title: 'Hanes Women\'s EcoFleece Oversized Hoodie', brand: 'Hanes', category: 'Tops', color: 'Grey', style_tags: 'casual,comfortable,cozy', price: 22.99, image_url: 'https://m.media-amazon.com/images/I/61Z6J7X7X9L.jpg', affiliate_link: `https://www.amazon.com/dp/B08N5KWM3S?tag=${AFFILIATE_ID}` },
+    { asin: 'B09Q5G7X1J', title: 'Gap Women\'s Classic French Terry Sweatpants', brand: 'Gap', category: 'Bottoms', color: 'Grey', style_tags: 'casual,comfortable,classic', price: 29.99, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X8L.jpg', affiliate_link: `https://www.amazon.com/dp/B09Q5G7X1J?tag=${AFFILIATE_ID}` },
+    { asin: 'B08T9N5J1K', title: 'Levi\'s Women\'s 511 Slim Fit Jeans', brand: 'Levi\'s', category: 'Bottoms', color: 'Blue', style_tags: 'classic,professional,slim', price: 49.99, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X7L.jpg', affiliate_link: `https://www.amazon.com/dp/B08T9N5J1K?tag=${AFFILIATE_ID}` },
+    { asin: 'B09R7P3X2K', title: 'Uniqlo Women\'s U-Sweater Crewneck', brand: 'Uniqlo', category: 'Tops', color: 'Navy', style_tags: 'classic,professional,casual', price: 39.90, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X6L.jpg', affiliate_link: `https://www.amazon.com/dp/B09R7P3X2K?tag=${AFFILIATE_ID}` },
+    { asin: 'B08K7L8N1M', title: 'Amazon Essentials Women\'s Tanks', brand: 'Amazon Essentials', category: 'Tops', color: 'White', style_tags: 'casual,professional,classic', price: 12.99, image_url: 'https://m.media-amazon.com/images/I/51Z5J5X5X1L.jpg', affiliate_link: `https://www.amazon.com/dp/B08K7L8N1M?tag=${AFFILIATE_ID}` },
+    { asin: 'B09M2N4X6P', title: 'Columbia Women\'s PFG Badgeless Shirt', brand: 'Columbia', category: 'Tops', color: 'Pink', style_tags: 'casual,outdoor,feminine', price: 49.99, image_url: 'https://m.media-amazon.com/images/I/61Z6J6X6X2L.jpg', affiliate_link: `https://www.amazon.com/dp/B09M2N4X6P?tag=${AFFILIATE_ID}` },
+    { asin: 'B08F1K7L3N', title: 'Calvin Klein Women\'s Cotton Briefs', brand: 'Calvin Klein', category: 'Undergarments', color: 'White', style_tags: 'professional,classic,classic', price: 24.99, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X3L.jpg', affiliate_link: `https://www.amazon.com/dp/B08F1K7L3N?tag=${AFFILIATE_ID}` },
+    { asin: 'B09D9R8K2L', title: 'Nike Women\'s Dri-FIT Running Socks', brand: 'Nike', category: 'Accessories', color: 'Black', style_tags: 'casual,active,feminine', price: 12.00, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X4L.jpg', affiliate_link: `https://www.amazon.com/dp/B09D9R8K2L?tag=${AFFILIATE_ID}` },
+    { asin: 'B08YQJ7X5M', title: 'Wildfang Women\'s Arcade Hoodie', brand: 'Wildfang', category: 'Tops', color: 'Black', style_tags: 'edgy,casual,boho', price: 89.00, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X5L.jpg', affiliate_link: `https://www.amazon.com/dp/B08YQJ7X5M?tag=${AFFILIATE_ID}` },
+    { asin: 'B09H1Z3X8P', title: 'Re/Done Women\'s Denim Jacket', brand: 'Re/Done', category: 'Outerwear', color: 'Blue', style_tags: 'classic,edgy,feminine', price: 228.00, image_url: 'https://m.media-amazon.com/images/I/61Z6J7X7X6L.jpg', affiliate_link: `https://www.amazon.com/dp/B09H1Z3X8P?tag=${AFFILIATE_ID}` },
+    { asin: 'B08L5N9K2L', title: 'Free People Women\'s Macrofleurette Maxi Dress', brand: 'Free People', category: 'Dresses', color: 'Multicolor', style_tags: 'boho,feminine,casual', price: 79.00, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X7L.jpg', affiliate_link: `https://www.amazon.com/dp/B08L5N9K2L?tag=${AFFILIATE_ID}` },
+    { asin: 'B09P7X6K1N', title: 'Anthropologie Women\'s Cottontail Maxi Dress', brand: 'Anthropologie', category: 'Dresses', color: 'White', style_tags: 'feminine,elegant,casual', price: 128.00, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X8L.jpg', affiliate_link: `https://www.amazon.com/dp/B09P7X6K1N?tag=${AFFILIATE_ID}` },
+    { asin: 'B08Q4M7L3K', title: 'Madewell Women\'s Chino Shorts', brand: 'Madewell', category: 'Bottoms', color: 'Khaki', style_tags: 'casual,professional,classic', price: 44.00, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X1L.jpg', affiliate_link: `https://www.amazon.com/dp/B08Q4M7L3K?tag=${AFFILIATE_ID}` },
+    { asin: 'B09W1Z5X3P', title: 'Eileen Fisher Women\'s Knit Tunic', brand: 'Eileen Fisher', category: 'Tops', color: 'Grey', style_tags: 'classic,professional,boho', price: 128.00, image_url: 'https://m.media-amazon.com/images/I/61Z6J6X6X3L.jpg', affiliate_link: `https://www.amazon.com/dp/B09W1Z5X3P?tag=${AFFILIATE_ID}` },
+    { asin: 'B08J7K9L2N', title: 'Talbots Women\'s Cashmere Blend Sweater', brand: 'Talbots', category: 'Tops', color: 'Burgundy', style_tags: 'classic,professional,elegant', price: 128.00, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X4L.jpg', affiliate_link: `https://www.amazon.com/dp/B08J7K9L2N?tag=${AFFILIATE_ID}` },
+    { asin: 'B09B3X8K1L', title: 'Banana Republic Women\'s Tailored Trousers', brand: 'Banana Republic', category: 'Bottoms', color: 'Black', style_tags: 'professional,classic,slim', price: 69.99, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X5L.jpg', affiliate_link: `https://www.amazon.com/dp/B09B3X8K1L?tag=${AFFILIATE_ID}` },
+    { asin: 'B08X7N4K2M', title: 'J.Crew Women\'s Lucid Sateen Pants', brand: 'J.Crew', category: 'Bottoms', color: 'Navy', style_tags: 'professional,classic,slim', price: 59.99, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X2L.jpg', affiliate_link: `https://www.amazon.com/dp/B08X7N4K2M?tag=${AFFILIATE_ID}` },
+    { asin: 'B09F2K6L1N', title: 'Old Navy Women\'s Power Stretch Jeans', brand: 'Old Navy', category: 'Bottoms', color: 'Blue', style_tags: 'casual,comfortable,classic', price: 29.99, image_url: 'https://m.media-amazon.com/images/I/61Z6J7X7X8L.jpg', affiliate_link: `https://www.amazon.com/dp/B09F2K6L1N?tag=${AFFILIATE_ID}` },
+    { asin: 'B08R9X7K3L', title: 'Pact Women\'s Cotton Crew Tee', brand: 'Pact', category: 'Tops', color: 'Blue', style_tags: 'casual,eco-friendly,classic', price: 19.99, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X5L.jpg', affiliate_link: `https://www.amazon.com/dp/B08R9X7K3L?tag=${AFFILIATE_ID}` },
+    { asin: 'B09L5Z2X4K', title: 'Pact Women\'s Cotton Cardigan', brand: 'Pact', category: 'Outerwear', color: 'Cream', style_tags: 'casual,eco-friendly,classic', price: 59.99, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X6L.jpg', affiliate_link: `https://www.amazon.com/dp/B09L5Z2X4K?tag=${AFFILIATE_ID}` },
+    { asin: 'B08M1K8L2N', title: 'Girlfriend Collective Women\'s Compress Leggings', brand: 'Girlfriend Collective', category: 'Bottoms', color: 'Black', style_tags: 'active,edgy,casual', price: 68.00, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X3L.jpg', affiliate_link: `https://www.amazon.com/dp/B08M1K8L2N?tag=${AFFILIATE_ID}` },
+    { asin: 'B09Q2K5L1M', title: 'Reversible Running Cap', brand: 'Amazon Basics', category: 'Accessories', color: 'Black', style_tags: 'active,casual,practical', price: 9.99, image_url: 'https://m.media-amazon.com/images/I/61Z6J6X6X4L.jpg', affiliate_link: `https://www.amazon.com/dp/B09Q2K5L1M?tag=${AFFILIATE_ID}` },
+    { asin: 'B08T7X9K1L', title: 'Bamboo Silk Scarf', brand: 'Etsy', category: 'Accessories', color: 'Multicolor', style_tags: 'boho,feminine,elegant', price: 24.99, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X6L.jpg', affiliate_link: `https://www.amazon.com/dp/B08T7X9K1L?tag=${AFFILIATE_ID}` },
+    { asin: 'B09D1Z4K2P', title: 'Leather Tote Bag', brand: 'Amazon Basics', category: 'Accessories', color: 'Brown', style_tags: 'professional,classic,practical', price: 39.99, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X7L.jpg', affiliate_link: `https://www.amazon.com/dp/B09D1Z4K2P?tag=${AFFILIATE_ID}` },
+    { asin: 'B08W3K7L1N', title: 'Sunglasses - Oversized', brand: 'Amazon Basics', category: 'Accessories', color: 'Black', style_tags: 'feminine,edgy,casual', price: 14.99, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X4L.jpg', affiliate_link: `https://www.amazon.com/dp/B08W3K7L1N?tag=${AFFILIATE_ID}` },
+    { asin: 'B09H5X2K3L', title: 'Beaded Necklace Set', brand: 'Etsy', category: 'Accessories', color: 'Multicolor', style_tags: 'boho,feminine,elegant', price: 29.99, image_url: 'https://m.media-amazon.com/images/I/61Z6J7X7X9L.jpg', affiliate_link: `https://www.amazon.com/dp/B09H5X2K3L?tag=${AFFILIATE_ID}` }
   ];
 
   seedProducts.forEach(product => {
diff --git a/wardrobe-ai/backend/server.js b/wardrobe-ai/backend/server.js
index d8ec0c5..867e979 100644
--- a/wardrobe-ai/backend/server.js
+++ b/wardrobe-ai/backend/server.js
@@ -5,11 +5,20 @@ const path = require('path');
 const app = express();
 const PORT = process.env.PORT || 3001;
 
+// Amazon Affiliate Configuration
+const AFFILIATE_ID = process.env.AMAZON_ASSOCIATE_ID || 'greybeardhold-20';
+
 // Middleware
 app.use(express.json());
 app.use(express.static(path.join(__dirname, '../frontend/public')));
 app.use((req, res, next) => {
-  res.header('Access-Control-Allow-Origin', '*');
+  const allowedOrigins = ['http://localhost:3000', 'https://wardrobe.scoble.me'];
+  const origin = req.headers.origin || '';
+  
+  if (allowedOrigins.includes(origin)) {
+    res.header('Access-Control-Allow-Origin', 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');
   if (req.method === 'OPTIONS') {
@@ -179,6 +188,9 @@ app.get('/api/profile/:userId', (req, res) => {
 app.post('/api/box', (req, res) => {
   const { userId, preferredColors, stylePreferences, budget } = req.body;
   
+  // Validate and default stylePreferences to empty array
+  const styles = Array.isArray(stylePreferences) ? stylePreferences : (stylePreferences ? JSON.parse(stylePreferences) : []);
+  
   // Get user's hard lines
   db.get(
     'SELECT hard_lines FROM style_profiles WHERE user_id = ? ORDER BY created_at DESC LIMIT 1',
@@ -209,9 +221,12 @@ app.post('/api/box', (req, res) => {
             }
             
             // Style match: +35 points
-            if (stylePreferences && stylePreferences.length > 0) {
-              const productStyleTags = JSON.parse(product.style_tags || '[]');
-              const matchingStyles = stylePreferences.filter(style => 
+            if (styles.length > 0) {
+              let productStyleTags = JSON.parse(product.style_tags || '[]');
+              if (typeof productStyleTags === 'string') {
+                productStyleTags = productStyleTags.split(',').map(s => s.trim());
+              }
+              const matchingStyles = styles.filter(style => 
                 productStyleTags.some(tag => tag.toLowerCase().includes(style.toLowerCase()))
               );
               if (matchingStyles.length > 0) {
@@ -224,9 +239,11 @@ app.post('/api/box', (req, res) => {
               score += 20;
             }
             
-            return { ...product, score, matchingStyles: stylePreferences.filter(style => 
-              JSON.parse(product.style_tags || '[]').some(tag => tag.toLowerCase().includes(style.toLowerCase()))
-            ) };
+            return { ...product, score, matchingStyles: styles.filter(style => {
+              let tagList = JSON.parse(product.style_tags || '[]');
+              if (typeof tagList === 'string') tagList = tagList.split(',').map(s => s.trim());
+              return tagList.some(tag => tag.toLowerCase().includes(style.toLowerCase()));
+            }) };
           })
           .filter(product => {
             // Filter out hard lines
@@ -270,32 +287,32 @@ app.post('/api/feedback', (req, res) => {
 // Load seed products
 const loadSeedProducts = () => {
   const seedProducts = [
-    { asin: 'B08N5KWM3S', title: 'Hanes Women\'s EcoFleece Oversized Hoodie', brand: 'Hanes', category: 'Tops', color: 'Grey', style_tags: 'casual,comfortable,cozy', price: 22.99, image_url: 'https://m.media-amazon.com/images/I/61Z6J7X7X9L.jpg', affiliate_link: 'https://www.amazon.com/dp/B08N5KWM3S' },
-    { asin: 'B09Q5G7X1J', title: 'Gap Women\'s Classic French Terry Sweatpants', brand: 'Gap', category: 'Bottoms', color: 'Grey', style_tags: 'casual,comfortable,classic', price: 29.99, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X8L.jpg', affiliate_link: 'https://www.amazon.com/dp/B09Q5G7X1J' },
-    { asin: 'B08T9N5J1K', title: 'Levi\'s Women\'s 511 Slim Fit Jeans', brand: 'Levi\'s', category: 'Bottoms', color: 'Blue', style_tags: 'classic,professional,slim', price: 49.99, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X7L.jpg', affiliate_link: 'https://www.amazon.com/dp/B08T9N5J1K' },
-    { asin: 'B09R7P3X2K', title: 'Uniqlo Women\'s U-Sweater Crewneck', brand: 'Uniqlo', category: 'Tops', color: 'Navy', style_tags: 'classic,professional,casual', price: 39.90, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X6L.jpg', affiliate_link: 'https://www.amazon.com/dp/B09R7P3X2K' },
-    { asin: 'B08K7L8N1M', title: 'Amazon Essentials Women\'s Tanks', brand: 'Amazon Essentials', category: 'Tops', color: 'White', style_tags: 'casual,professional,classic', price: 12.99, image_url: 'https://m.media-amazon.com/images/I/51Z5J5X5X1L.jpg', affiliate_link: 'https://www.amazon.com/dp/B08K7L8N1M' },
-    { asin: 'B09M2N4X6P', title: 'Columbia Women\'s PFG Badgeless Shirt', brand: 'Columbia', category: 'Tops', color: 'Pink', style_tags: 'casual,outdoor,feminine', price: 49.99, image_url: 'https://m.media-amazon.com/images/I/61Z6J6X6X2L.jpg', affiliate_link: 'https://www.amazon.com/dp/B09M2N4X6P' },
-    { asin: 'B08F1K7L3N', title: 'Calvin Klein Women\'s Cotton Briefs', brand: 'Calvin Klein', category: 'Undergarments', color: 'White', style_tags: 'professional,classic,classic', price: 24.99, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X3L.jpg', affiliate_link: 'https://www.amazon.com/dp/B08F1K7L3N' },
-    { asin: 'B09D9R8K2L', title: 'Nike Women\'s Dri-FIT Running Socks', brand: 'Nike', category: 'Accessories', color: 'Black', style_tags: 'casual,active,feminine', price: 12.00, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X4L.jpg', affiliate_link: 'https://www.amazon.com/dp/B09D9R8K2L' },
-    { asin: 'B08YQJ7X5M', title: 'Wildfang Women\'s Arcade Hoodie', brand: 'Wildfang', category: 'Tops', color: 'Black', style_tags: 'edgy,casual,boho', price: 89.00, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X5L.jpg', affiliate_link: 'https://www.amazon.com/dp/B08YQJ7X5M' },
-    { asin: 'B09H1Z3X8P', title: 'Re/Done Women\'s Denim Jacket', brand: 'Re/Done', category: 'Outerwear', color: 'Blue', style_tags: 'classic,edgy,feminine', price: 228.00, image_url: 'https://m.media-amazon.com/images/I/61Z6J7X7X6L.jpg', affiliate_link: 'https://www.amazon.com/dp/B09H1Z3X8P' },
-    { asin: 'B08L5N9K2L', title: 'Free People Women\'s Macrofleurette Maxi Dress', brand: 'Free People', category: 'Dresses', color: 'Multicolor', style_tags: 'boho,feminine,casual', price: 79.00, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X7L.jpg', affiliate_link: 'https://www.amazon.com/dp/B08L5N9K2L' },
-    { asin: 'B09P7X6K1N', title: 'Anthropologie Women\'s Cottontail Maxi Dress', brand: 'Anthropologie', category: 'Dresses', color: 'White', style_tags: 'feminine,elegant,casual', price: 128.00, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X8L.jpg', affiliate_link: 'https://www.amazon.com/dp/B09P7X6K1N' },
-    { asin: 'B08Q4M7L3K', title: 'Madewell Women\'s Chino Shorts', brand: 'Madewell', category: 'Bottoms', color: 'Khaki', style_tags: 'casual,professional,classic', price: 44.00, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X1L.jpg', affiliate_link: 'https://www.amazon.com/dp/B08Q4M7L3K' },
-    { asin: 'B09W1Z5X3P', title: 'Eileen Fisher Women\'s Knit Tunic', brand: 'Eileen Fisher', category: 'Tops', color: 'Grey', style_tags: 'classic,professional,boho', price: 128.00, image_url: 'https://m.media-amazon.com/images/I/61Z6J6X6X3L.jpg', affiliate_link: 'https://www.amazon.com/dp/B09W1Z5X3P' },
-    { asin: 'B08J7K9L2N', title: 'Talbots Women\'s Cashmere Blend Sweater', brand: 'Talbots', category: 'Tops', color: 'Burgundy', style_tags: 'classic,professional,elegant', price: 128.00, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X4L.jpg', affiliate_link: 'https://www.amazon.com/dp/B08J7K9L2N' },
-    { asin: 'B09B3X8K1L', title: 'Banana Republic Women\'s Tailored Trousers', brand: 'Banana Republic', category: 'Bottoms', color: 'Black', style_tags: 'professional,classic,slim', price: 69.99, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X5L.jpg', affiliate_link: 'https://www.amazon.com/dp/B09B3X8K1L' },
-    { asin: 'B08X7N4K2M', title: 'J.Crew Women\'s Lucid Sateen Pants', brand: 'J.Crew', category: 'Bottoms', color: 'Navy', style_tags: 'professional,classic,slim', price: 59.99, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X2L.jpg', affiliate_link: 'https://www.amazon.com/dp/B08X7N4K2M' },
-    { asin: 'B09F2K6L1N', title: 'Old Navy Women\'s Power Stretch Jeans', brand: 'Old Navy', category: 'Bottoms', color: 'Blue', style_tags: 'casual,comfortable,classic', price: 29.99, image_url: 'https://m.media-amazon.com/images/I/61Z6J7X7X8L.jpg', affiliate_link: 'https://www.amazon.com/dp/B09F2K6L1N' },
-    { asin: 'B08R9X7K3L', title: 'Pact Women\'s Cotton Crew Tee', brand: 'Pact', category: 'Tops', color: 'Blue', style_tags: 'casual,eco-friendly,classic', price: 19.99, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X5L.jpg', affiliate_link: 'https://www.amazon.com/dp/B08R9X7K3L' },
-    { asin: 'B09L5Z2X4K', title: ' Pact Women\'s Cotton Cardigan', brand: 'Pact', category: 'Outerwear', color: 'Cream', style_tags: 'casual,eco-friendly,classic', price: 59.99, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X6L.jpg', affiliate_link: 'https://www.amazon.com/dp/B09L5Z2X4K' },
-    { asin: 'B08M1K8L2N', title: 'Girlfriend Collective Women\'s Compress Leggings', brand: 'Girlfriend Collective', category: 'Bottoms', color: 'Black', style_tags: 'active,edgy,casual', price: 68.00, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X3L.jpg', affiliate_link: 'https://www.amazon.com/dp/B08M1K8L2N' },
-    { asin: 'B09Q2K5L1M', title: 'Reversible Running Cap', brand: 'Amazon Basics', category: 'Accessories', color: 'Black', style_tags: 'active,casual,practical', price: 9.99, image_url: 'https://m.media-amazon.com/images/I/61Z6J6X6X4L.jpg', affiliate_link: 'https://www.amazon.com/dp/B09Q2K5L1M' },
-    { asin: 'B08T7X9K1L', title: 'Bamboo Silk Scarf', brand: 'Etsy', category: 'Accessories', color: 'Multicolor', style_tags: 'boho,feminine,elegant', price: 24.99, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X6L.jpg', affiliate_link: 'https://www.amazon.com/dp/B08T7X9K1L' },
-    { asin: 'B09D1Z4K2P', title: 'Leather Tote Bag', brand: 'Amazon Basics', category: 'Accessories', color: 'Brown', style_tags: 'professional,classic,practical', price: 39.99, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X7L.jpg', affiliate_link: 'https://www.amazon.com/dp/B09D1Z4K2P' },
-    { asin: 'B08W3K7L1N', title: 'Sunglasses - Oversized', brand: 'Amazon Basics', category: 'Accessories', color: 'Black', style_tags: 'feminine,edgy,casual', price: 14.99, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X4L.jpg', affiliate_link: 'https://www.amazon.com/dp/B08W3K7L1N' },
-    { asin: 'B09H5X2K3L', title: 'Beaded Necklace Set', brand: 'Etsy', category: 'Accessories', color: 'Multicolor', style_tags: 'boho,feminine,elegant', price: 29.99, image_url: 'https://m.media-amazon.com/images/I/61Z6J7X7X9L.jpg', affiliate_link: 'https://www.amazon.com/dp/B09H5X2K3L' }
+    { asin: 'B08N5KWM3S', title: 'Hanes Women\'s EcoFleece Oversized Hoodie', brand: 'Hanes', category: 'Tops', color: 'Grey', style_tags: 'casual,comfortable,cozy', price: 22.99, image_url: 'https://m.media-amazon.com/images/I/61Z6J7X7X9L.jpg', affiliate_link: `https://www.amazon.com/dp/B08N5KWM3S?tag=${AFFILIATE_ID}` },
+    { asin: 'B09Q5G7X1J', title: 'Gap Women\'s Classic French Terry Sweatpants', brand: 'Gap', category: 'Bottoms', color: 'Grey', style_tags: 'casual,comfortable,classic', price: 29.99, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X8L.jpg', affiliate_link: `https://www.amazon.com/dp/B09Q5G7X1J?tag=${AFFILIATE_ID}` },
+    { asin: 'B08T9N5J1K', title: 'Levi\'s Women\'s 511 Slim Fit Jeans', brand: 'Levi\'s', category: 'Bottoms', color: 'Blue', style_tags: 'classic,professional,slim', price: 49.99, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X7L.jpg', affiliate_link: `https://www.amazon.com/dp/B08T9N5J1K?tag=${AFFILIATE_ID}` },
+    { asin: 'B09R7P3X2K', title: 'Uniqlo Women\'s U-Sweater Crewneck', brand: 'Uniqlo', category: 'Tops', color: 'Navy', style_tags: 'classic,professional,casual', price: 39.90, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X6L.jpg', affiliate_link: `https://www.amazon.com/dp/B09R7P3X2K?tag=${AFFILIATE_ID}` },
+    { asin: 'B08K7L8N1M', title: 'Amazon Essentials Women\'s Tanks', brand: 'Amazon Essentials', category: 'Tops', color: 'White', style_tags: 'casual,professional,classic', price: 12.99, image_url: 'https://m.media-amazon.com/images/I/51Z5J5X5X1L.jpg', affiliate_link: `https://www.amazon.com/dp/B08K7L8N1M?tag=${AFFILIATE_ID}` },
+    { asin: 'B09M2N4X6P', title: 'Columbia Women\'s PFG Badgeless Shirt', brand: 'Columbia', category: 'Tops', color: 'Pink', style_tags: 'casual,outdoor,feminine', price: 49.99, image_url: 'https://m.media-amazon.com/images/I/61Z6J6X6X2L.jpg', affiliate_link: `https://www.amazon.com/dp/B09M2N4X6P?tag=${AFFILIATE_ID}` },
+    { asin: 'B08F1K7L3N', title: 'Calvin Klein Women\'s Cotton Briefs', brand: 'Calvin Klein', category: 'Undergarments', color: 'White', style_tags: 'professional,classic,classic', price: 24.99, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X3L.jpg', affiliate_link: `https://www.amazon.com/dp/B08F1K7L3N?tag=${AFFILIATE_ID}` },
+    { asin: 'B09D9R8K2L', title: 'Nike Women\'s Dri-FIT Running Socks', brand: 'Nike', category: 'Accessories', color: 'Black', style_tags: 'casual,active,feminine', price: 12.00, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X4L.jpg', affiliate_link: `https://www.amazon.com/dp/B09D9R8K2L?tag=${AFFILIATE_ID}` },
+    { asin: 'B08YQJ7X5M', title: 'Wildfang Women\'s Arcade Hoodie', brand: 'Wildfang', category: 'Tops', color: 'Black', style_tags: 'edgy,casual,boho', price: 89.00, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X5L.jpg', affiliate_link: `https://www.amazon.com/dp/B08YQJ7X5M?tag=${AFFILIATE_ID}` },
+    { asin: 'B09H1Z3X8P', title: 'Re/Done Women\'s Denim Jacket', brand: 'Re/Done', category: 'Outerwear', color: 'Blue', style_tags: 'classic,edgy,feminine', price: 228.00, image_url: 'https://m.media-amazon.com/images/I/61Z6J7X7X6L.jpg', affiliate_link: `https://www.amazon.com/dp/B09H1Z3X8P?tag=${AFFILIATE_ID}` },
+    { asin: 'B08L5N9K2L', title: 'Free People Women\'s Macrofleurette Maxi Dress', brand: 'Free People', category: 'Dresses', color: 'Multicolor', style_tags: 'boho,feminine,casual', price: 79.00, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X7L.jpg', affiliate_link: `https://www.amazon.com/dp/B08L5N9K2L?tag=${AFFILIATE_ID}` },
+    { asin: 'B09P7X6K1N', title: 'Anthropologie Women\'s Cottontail Maxi Dress', brand: 'Anthropologie', category: 'Dresses', color: 'White', style_tags: 'feminine,elegant,casual', price: 128.00, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X8L.jpg', affiliate_link: `https://www.amazon.com/dp/B09P7X6K1N?tag=${AFFILIATE_ID}` },
+    { asin: 'B08Q4M7L3K', title: 'Madewell Women\'s Chino Shorts', brand: 'Madewell', category: 'Bottoms', color: 'Khaki', style_tags: 'casual,professional,classic', price: 44.00, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X1L.jpg', affiliate_link: `https://www.amazon.com/dp/B08Q4M7L3K?tag=${AFFILIATE_ID}` },
+    { asin: 'B09W1Z5X3P', title: 'Eileen Fisher Women\'s Knit Tunic', brand: 'Eileen Fisher', category: 'Tops', color: 'Grey', style_tags: 'classic,professional,boho', price: 128.00, image_url: 'https://m.media-amazon.com/images/I/61Z6J6X6X3L.jpg', affiliate_link: `https://www.amazon.com/dp/B09W1Z5X3P?tag=${AFFILIATE_ID}` },
+    { asin: 'B08J7K9L2N', title: 'Talbots Women\'s Cashmere Blend Sweater', brand: 'Talbots', category: 'Tops', color: 'Burgundy', style_tags: 'classic,professional,elegant', price: 128.00, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X4L.jpg', affiliate_link: `https://www.amazon.com/dp/B08J7K9L2N?tag=${AFFILIATE_ID}` },
+    { asin: 'B09B3X8K1L', title: 'Banana Republic Women\'s Tailored Trousers', brand: 'Banana Republic', category: 'Bottoms', color: 'Black', style_tags: 'professional,classic,slim', price: 69.99, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X5L.jpg', affiliate_link: `https://www.amazon.com/dp/B09B3X8K1L?tag=${AFFILIATE_ID}` },
+    { asin: 'B08X7N4K2M', title: 'J.Crew Women\'s Lucid Sateen Pants', brand: 'J.Crew', category: 'Bottoms', color: 'Navy', style_tags: 'professional,classic,slim', price: 59.99, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X2L.jpg', affiliate_link: `https://www.amazon.com/dp/B08X7N4K2M?tag=${AFFILIATE_ID}` },
+    { asin: 'B09F2K6L1N', title: 'Old Navy Women\'s Power Stretch Jeans', brand: 'Old Navy', category: 'Bottoms', color: 'Blue', style_tags: 'casual,comfortable,classic', price: 29.99, image_url: 'https://m.media-amazon.com/images/I/61Z6J7X7X8L.jpg', affiliate_link: `https://www.amazon.com/dp/B09F2K6L1N?tag=${AFFILIATE_ID}` },
+    { asin: 'B08R9X7K3L', title: 'Pact Women\'s Cotton Crew Tee', brand: 'Pact', category: 'Tops', color: 'Blue', style_tags: 'casual,eco-friendly,classic', price: 19.99, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X5L.jpg', affiliate_link: `https://www.amazon.com/dp/B08R9X7K3L?tag=${AFFILIATE_ID}` },
+    { asin: 'B09L5Z2X4K', title: 'Pact Women\'s Cotton Cardigan', brand: 'Pact', category: 'Outerwear', color: 'Cream', style_tags: 'casual,eco-friendly,classic', price: 59.99, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X6L.jpg', affiliate_link: `https://www.amazon.com/dp/B09L5Z2X4K?tag=${AFFILIATE_ID}` },
+    { asin: 'B08M1K8L2N', title: 'Girlfriend Collective Women\'s Compress Leggings', brand: 'Girlfriend Collective', category: 'Bottoms', color: 'Black', style_tags: 'active,edgy,casual', price: 68.00, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X3L.jpg', affiliate_link: `https://www.amazon.com/dp/B08M1K8L2N?tag=${AFFILIATE_ID}` },
+    { asin: 'B09Q2K5L1M', title: 'Reversible Running Cap', brand: 'Amazon Basics', category: 'Accessories', color: 'Black', style_tags: 'active,casual,practical', price: 9.99, image_url: 'https://m.media-amazon.com/images/I/61Z6J6X6X4L.jpg', affiliate_link: `https://www.amazon.com/dp/B09Q2K5L1M?tag=${AFFILIATE_ID}` },
+    { asin: 'B08T7X9K1L', title: 'Bamboo Silk Scarf', brand: 'Etsy', category: 'Accessories', color: 'Multicolor', style_tags: 'boho,feminine,elegant', price: 24.99, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X6L.jpg', affiliate_link: `https://www.amazon.com/dp/B08T7X9K1L?tag=${AFFILIATE_ID}` },
+    { asin: 'B09D1Z4K2P', title: 'Leather Tote Bag', brand: 'Amazon Basics', category: 'Accessories', color: 'Brown', style_tags: 'professional,classic,practical', price: 39.99, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X7L.jpg', affiliate_link: `https://www.amazon.com/dp/B09D1Z4K2P?tag=${AFFILIATE_ID}` },
+    { asin: 'B08W3K7L1N', title: 'Sunglasses - Oversized', brand: 'Amazon Basics', category: 'Accessories', color: 'Black', style_tags: 'feminine,edgy,casual', price: 14.99, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X4L.jpg', affiliate_link: `https://www.amazon.com/dp/B08W3K7L1N?tag=${AFFILIATE_ID}` },
+    { asin: 'B09H5X2K3L', title: 'Beaded Necklace Set', brand: 'Etsy', category: 'Accessories', color: 'Multicolor', style_tags: 'boho,feminine,elegant', price: 29.99, image_url: 'https://m.media-amazon.com/images/I/61Z6J7X7X9L.jpg', affiliate_link: `https://www.amazon.com/dp/B09H5X2K3L?tag=${AFFILIATE_ID}` }
   ];
 
   seedProducts.forEach(product => {
diff --git a/wardrobe-ai/frontend/src/components/CuratedBox.js b/wardrobe-ai/frontend/src/components/CuratedBox.js
index e7a203b..18ea6ad 100644
--- a/wardrobe-ai/frontend/src/components/CuratedBox.js
+++ b/wardrobe-ai/frontend/src/components/CuratedBox.js
@@ -6,26 +6,56 @@ export default function CuratedBox() {
   const [box, setBox] = useState(null);
   const [feedback, setFeedback] = useState({});
   const [userId, setUserId] = useState(null);
+  const [profile, setProfile] = useState(null);
+  const [loadingProfile, setLoadingProfile] = useState(false);
 
   useEffect(() => {
     const userIdParam = router.query.userId;
     if (userIdParam) {
       setUserId(userIdParam);
-      generateBox(userIdParam);
+      fetchProfile(userIdParam);
     }
   }, [router.query]);
 
+  const fetchProfile = async (userId) => {
+    try {
+      setLoadingProfile(true);
+      const response = await fetch(`/api/profile/${userId}`);
+      const data = await response.json();
+      if (response.ok) {
+        // Convert underscore fields to camelCase for consistency
+        setProfile({
+          preferredColors: data.preferred_colors || [],
+          stylePreferences: data.style_preferences || [],
+          budget: data.budget || 100,
+          hardLines: data.hard_lines || []
+        });
+      } else {
+        console.error('Failed to fetch profile:', data.error);
+      }
+    } catch (error) {
+      console.error('Error fetching profile:', error);
+    } finally {
+      setLoadingProfile(false);
+    }
+  };
+
   const generateBox = async (userId) => {
     try {
-      // For now, use placeholder preferences - in real app, fetch from user profile
+      // TODO: Add authentication - verify user has permission to fetch this profile
+      // Use actual user profile preferences (already fetched in fetchProfile), or fallback to defaults
+      const preferredColors = profile?.preferredColors || ['Black', 'White', 'Navy', 'Grey'];
+      const stylePreferences = profile?.stylePreferences || ['Classic', 'Casual'];
+      const budget = profile?.budget || 100;
+      
       const response = await fetch('/api/box', {
         method: 'POST',
         headers: { 'Content-Type': 'application/json' },
         body: JSON.stringify({
           userId,
-          preferredColors: ['Black', 'White', 'Navy', 'Grey'],
-          stylePreferences: ['Classic', 'Casual'],
-          budget: 100
+          preferredColors,
+          stylePreferences,
+          budget
         })
       });
       
@@ -36,6 +66,13 @@ export default function CuratedBox() {
     }
   };
 
+  // Generate box when profile is loaded
+  useEffect(() => {
+    if (userId && profile) {
+      generateBox(userId);
+    }
+  }, [userId, profile]);
+
   const handleFeedbackChange = (productId, field, value) => {
     setFeedback(prev => ({
       ...prev,