diff --git a/.woodpecker/.ci.yml b/.woodpecker/.ci.yml
index 7aca4add..cb9e23dc 100644
--- a/.woodpecker/.ci.yml
+++ b/.woodpecker/.ci.yml
@@ -65,10 +65,10 @@ steps:
       platforms: linux/amd64
       provenance: false
       build_args:
-        - APP_BUILD_VERSION=${CI_COMMIT_SHA:0:8}
+        - APP_BUILD_VERSION=${CI_COMMIT_SHA}
         - APP_GIT_SHA=${CI_COMMIT_SHA}
         - APP_BUILD_TIME=${CI_PIPELINE_CREATED}
-        - CONTAINER_IMAGE_TAG=${CI_COMMIT_SHA:0:8}
+        - CONTAINER_IMAGE_TAG=${CI_COMMIT_SHA}
     depends_on: []
     when:
       branch: master
diff --git a/CLAUDE.md b/CLAUDE.md
index 9a52deb3..dbd7e261 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -459,15 +459,66 @@ const result = await pool.query(`
 ### Local Storage Structure
 
 ```
-/storage/products/{brand}/{state}/{product_id}/
+/storage/images/products/{state}/{store}/{brand}/{product}/
   image-{hash}.webp
-  image-{hash}-medium.webp
-  image-{hash}-thumb.webp
 
-/storage/brands/{brand}/
+/storage/images/brands/{brand}/
   logo-{hash}.webp
 ```
 
+### Image Proxy API (On-Demand Resizing)
+
+Images are stored at full resolution and resized on-demand via the `/img` endpoint.
+
+**Endpoint:** `GET /img/<path>?<params>`
+
+**Parameters:**
+| Param | Description | Example |
+|-------|-------------|---------|
+| `w` | Width in pixels (max 4000) | `?w=200` |
+| `h` | Height in pixels (max 4000) | `?h=200` |
+| `q` | Quality 1-100 (default 80) | `?q=70` |
+| `fit` | Resize mode: cover, contain, fill, inside, outside | `?fit=cover` |
+| `blur` | Blur sigma 0.3-1000 | `?blur=5` |
+| `gray` | Grayscale (1 = enabled) | `?gray=1` |
+| `format` | Output: webp, jpeg, png, avif (default webp) | `?format=jpeg` |
+
+**Examples:**
+```bash
+# Thumbnail (50px)
+GET /img/products/az/store/brand/product/image-abc123.webp?w=50
+
+# Card image (200px, cover fit)
+GET /img/products/az/store/brand/product/image-abc123.webp?w=200&h=200&fit=cover
+
+# JPEG at 70% quality
+GET /img/products/az/store/brand/product/image-abc123.webp?w=400&format=jpeg&q=70
+
+# Grayscale blur
+GET /img/products/az/store/brand/product/image-abc123.webp?w=200&gray=1&blur=3
+```
+
+**Frontend Usage:**
+```typescript
+import { getImageUrl, ImageSizes } from '../lib/images';
+
+// Returns /img/products/.../image.webp?w=50 for local images
+// Returns original URL for remote images (CDN, etc.)
+const thumbUrl = getImageUrl(product.image_url, ImageSizes.thumb);
+const cardUrl = getImageUrl(product.image_url, ImageSizes.medium);
+const detailUrl = getImageUrl(product.image_url, ImageSizes.detail);
+```
+
+**Size Presets:**
+| Preset | Width | Use Case |
+|--------|-------|----------|
+| `thumb` | 50px | Table thumbnails |
+| `small` | 100px | Small cards |
+| `medium` | 200px | Grid cards |
+| `large` | 400px | Large cards |
+| `detail` | 600px | Product detail |
+| `full` | - | No resize |
+
 ### Storage Adapter
 
 ```typescript
@@ -480,8 +531,9 @@ import { saveImage, getImageUrl } from '../utils/storage-adapter';
 
 | File | Purpose |
 |------|---------|
-| `backend/src/utils/local-storage.ts` | Local filesystem adapter |
-| `backend/src/utils/storage-adapter.ts` | Unified storage abstraction |
+| `backend/src/utils/image-storage.ts` | Image download and storage |
+| `backend/src/routes/image-proxy.ts` | On-demand image resizing endpoint |
+| `cannaiq/src/lib/images.ts` | Frontend image URL helper |
 | `docker-compose.local.yml` | Local stack without MinIO |
 | `start-local.sh` | Convenience startup script |
 
diff --git a/backend/migrations/073_proxy_timezone.sql b/backend/migrations/073_proxy_timezone.sql
new file mode 100644
index 00000000..8e000415
--- /dev/null
+++ b/backend/migrations/073_proxy_timezone.sql
@@ -0,0 +1,12 @@
+-- Add timezone column to proxies table for geo-consistent fingerprinting
+-- This allows matching Accept-Language and other headers to proxy location
+
+ALTER TABLE proxies
+ADD COLUMN IF NOT EXISTS timezone VARCHAR(50);
+
+-- Add timezone to failed_proxies as well
+ALTER TABLE failed_proxies
+ADD COLUMN IF NOT EXISTS timezone VARCHAR(50);
+
+-- Comment explaining usage
+COMMENT ON COLUMN proxies.timezone IS 'IANA timezone (e.g., America/Phoenix) for geo-consistent fingerprinting';
diff --git a/backend/src/hydration/canonical-upsert.ts b/backend/src/hydration/canonical-upsert.ts
index 393b9f27..ea7a5e6c 100644
--- a/backend/src/hydration/canonical-upsert.ts
+++ b/backend/src/hydration/canonical-upsert.ts
@@ -16,6 +16,12 @@ import {
   NormalizedBrand,
   NormalizationResult,
 } from './types';
+import {
+  downloadProductImage,
+  ProductImageContext,
+  isImageStorageReady,
+  LocalImageSizes,
+} from '../utils/image-storage';
 
 const BATCH_SIZE = 100;
 
@@ -23,10 +29,21 @@ const BATCH_SIZE = 100;
 // PRODUCT UPSERTS
 // ============================================================
 
+export interface NewProductInfo {
+  id: number;                    // store_products.id
+  externalProductId: string;     // provider_product_id
+  name: string;
+  brandName: string | null;
+  primaryImageUrl: string | null;
+  hasLocalImage?: boolean;       // True if local_image_path is already set
+}
+
 export interface UpsertProductsResult {
   upserted: number;
   new: number;
   updated: number;
+  newProducts: NewProductInfo[];           // Details of newly created products
+  productsNeedingImages: NewProductInfo[]; // Products (new or updated) that need image downloads
 }
 
 /**
@@ -41,12 +58,14 @@ export async function upsertStoreProducts(
   options: { dryRun?: boolean } = {}
 ): Promise<UpsertProductsResult> {
   if (products.length === 0) {
-    return { upserted: 0, new: 0, updated: 0 };
+    return { upserted: 0, new: 0, updated: 0, newProducts: [], productsNeedingImages: [] };
   }
 
   const { dryRun = false } = options;
   let newCount = 0;
   let updatedCount = 0;
+  const newProducts: NewProductInfo[] = [];
+  const productsNeedingImages: NewProductInfo[] = [];
 
   // Process in batches
   for (let i = 0; i < products.length; i += BATCH_SIZE) {
@@ -104,7 +123,7 @@ export async function upsertStoreProducts(
             image_url = EXCLUDED.image_url,
             last_seen_at = NOW(),
             updated_at = NOW()
-          RETURNING (xmax = 0) as is_new`,
+          RETURNING id, (xmax = 0) as is_new, (local_image_path IS NOT NULL) as has_local_image`,
           [
             product.dispensaryId,
             product.platform,
@@ -129,10 +148,30 @@ export async function upsertStoreProducts(
           ]
         );
 
-        if (result.rows[0]?.is_new) {
+        const row = result.rows[0];
+        const productInfo: NewProductInfo = {
+          id: row.id,
+          externalProductId: product.externalProductId,
+          name: product.name,
+          brandName: product.brandName,
+          primaryImageUrl: product.primaryImageUrl,
+          hasLocalImage: row.has_local_image,
+        };
+
+        if (row.is_new) {
           newCount++;
+          // Track new products
+          newProducts.push(productInfo);
+          // New products always need images (if they have a source URL)
+          if (product.primaryImageUrl && !row.has_local_image) {
+            productsNeedingImages.push(productInfo);
+          }
         } else {
           updatedCount++;
+          // Updated products need images only if they don't have a local image yet
+          if (product.primaryImageUrl && !row.has_local_image) {
+            productsNeedingImages.push(productInfo);
+          }
         }
       }
 
@@ -149,6 +188,8 @@ export async function upsertStoreProducts(
     upserted: newCount + updatedCount,
     new: newCount,
     updated: updatedCount,
+    newProducts,
+    productsNeedingImages,
   };
 }
 
@@ -564,6 +605,19 @@ export async function upsertBrands(
 // FULL HYDRATION
 // ============================================================
 
+export interface ImageDownloadResult {
+  downloaded: number;
+  skipped: number;
+  failed: number;
+  bytesTotal: number;
+}
+
+export interface DispensaryContext {
+  stateCode: string;
+  storeSlug: string;
+  hasExistingProducts?: boolean;  // True if store already has products with local images
+}
+
 export interface HydratePayloadResult {
   productsUpserted: number;
   productsNew: number;
@@ -574,6 +628,154 @@ export interface HydratePayloadResult {
   variantsUpserted: number;
   variantsNew: number;
   variantSnapshotsCreated: number;
+  imagesDownloaded: number;
+  imagesSkipped: number;
+  imagesFailed: number;
+  imagesBytesTotal: number;
+}
+
+/**
+ * Helper to create slug from string
+ */
+function slugify(str: string): string {
+  return str
+    .toLowerCase()
+    .replace(/[^a-z0-9]+/g, '-')
+    .replace(/^-+|-+$/g, '')
+    .substring(0, 50) || 'unknown';
+}
+
+/**
+ * Download images for new products and update their local paths
+ */
+export async function downloadProductImages(
+  pool: Pool,
+  newProducts: NewProductInfo[],
+  dispensaryContext: DispensaryContext,
+  options: { dryRun?: boolean; concurrency?: number } = {}
+): Promise<ImageDownloadResult> {
+  const { dryRun = false, concurrency = 5 } = options;
+
+  // Filter products that have images to download
+  const productsWithImages = newProducts.filter(p => p.primaryImageUrl);
+
+  if (productsWithImages.length === 0) {
+    return { downloaded: 0, skipped: 0, failed: 0, bytesTotal: 0 };
+  }
+
+  // Check if image storage is ready
+  if (!isImageStorageReady()) {
+    console.warn('[ImageDownload] Image storage not initialized, skipping downloads');
+    return { downloaded: 0, skipped: productsWithImages.length, failed: 0, bytesTotal: 0 };
+  }
+
+  if (dryRun) {
+    console.log(`[DryRun] Would download ${productsWithImages.length} images`);
+    return { downloaded: 0, skipped: productsWithImages.length, failed: 0, bytesTotal: 0 };
+  }
+
+  let downloaded = 0;
+  let skipped = 0;
+  let failed = 0;
+  let bytesTotal = 0;
+
+  // Process in batches with concurrency limit
+  for (let i = 0; i < productsWithImages.length; i += concurrency) {
+    const batch = productsWithImages.slice(i, i + concurrency);
+
+    const results = await Promise.allSettled(
+      batch.map(async (product) => {
+        const ctx: ProductImageContext = {
+          stateCode: dispensaryContext.stateCode,
+          storeSlug: dispensaryContext.storeSlug,
+          brandSlug: slugify(product.brandName || 'unknown'),
+          productId: product.externalProductId,
+        };
+
+        const result = await downloadProductImage(product.primaryImageUrl!, ctx, { skipIfExists: true });
+
+        if (result.success) {
+          // Update the database with local image path
+          const imagesJson = JSON.stringify({
+            full: result.urls!.full,
+            medium: result.urls!.medium,
+            thumb: result.urls!.thumb,
+          });
+
+          await pool.query(
+            `UPDATE store_products
+             SET local_image_path = $1, images = $2
+             WHERE id = $3`,
+            [result.urls!.full, imagesJson, product.id]
+          );
+        }
+
+        return result;
+      })
+    );
+
+    for (const result of results) {
+      if (result.status === 'fulfilled') {
+        const downloadResult = result.value;
+        if (downloadResult.success) {
+          if (downloadResult.skipped) {
+            skipped++;
+          } else {
+            downloaded++;
+            bytesTotal += downloadResult.bytesDownloaded || 0;
+          }
+        } else {
+          failed++;
+          console.warn(`[ImageDownload] Failed: ${downloadResult.error}`);
+        }
+      } else {
+        failed++;
+        console.error(`[ImageDownload] Error:`, result.reason);
+      }
+    }
+  }
+
+  console.log(`[ImageDownload] Downloaded: ${downloaded}, Skipped: ${skipped}, Failed: ${failed}, Bytes: ${bytesTotal}`);
+  return { downloaded, skipped, failed, bytesTotal };
+}
+
+/**
+ * Get dispensary context for image paths
+ * Also checks if this dispensary already has products with local images
+ * to skip unnecessary filesystem checks for existing stores
+ */
+async function getDispensaryContext(pool: Pool, dispensaryId: number): Promise<DispensaryContext | null> {
+  try {
+    const result = await pool.query(
+      `SELECT
+        d.state,
+        d.slug,
+        d.name,
+        EXISTS(
+          SELECT 1 FROM store_products sp
+          WHERE sp.dispensary_id = d.id
+          AND sp.local_image_path IS NOT NULL
+          LIMIT 1
+        ) as has_local_images
+      FROM dispensaries d
+      WHERE d.id = $1`,
+      [dispensaryId]
+    );
+
+    if (result.rows.length === 0) {
+      return null;
+    }
+
+    const row = result.rows[0];
+    return {
+      stateCode: row.state || 'unknown',
+      storeSlug: row.slug || slugify(row.name || `store-${dispensaryId}`),
+      hasExistingProducts: row.has_local_images,
+    };
+  } catch (error) {
+    console.error('[getDispensaryContext] Error:', error);
+    return null;
+  }
 }
 
 /**
@@ -584,9 +786,9 @@ export async function hydrateToCanonical(
   dispensaryId: number,
   normResult: NormalizationResult,
   crawlRunId: number | null,
-  options: { dryRun?: boolean } = {}
+  options: { dryRun?: boolean; downloadImages?: boolean } = {}
 ): Promise<HydratePayloadResult> {
-  const { dryRun = false } = options;
+  const { dryRun = false, downloadImages: shouldDownloadImages = true } = options;
 
   // 1. Upsert brands
   const brandResult = await upsertBrands(pool, normResult.brands, { dryRun });
@@ -634,6 +836,36 @@ export async function hydrateToCanonical(
     { dryRun }
   );
 
+  // 6. Download images for products that need them
+  // This includes:
+  //   - New products (always need images)
+  //   - Updated products that don't have local images yet (backfill)
+  // This avoids:
+  //   - Filesystem checks for products that already have local images
+  //   - Unnecessary HTTP requests for products with existing images
+  let imageResult: ImageDownloadResult = { downloaded: 0, skipped: 0, failed: 0, bytesTotal: 0 };
+
+  if (shouldDownloadImages && productResult.productsNeedingImages.length > 0) {
+    const dispensaryContext = await getDispensaryContext(pool, dispensaryId);
+
+    if (dispensaryContext) {
+      const newCount = productResult.productsNeedingImages.filter(p => !p.hasLocalImage).length;
+      const backfillCount = productResult.productsNeedingImages.length - newCount;
+      console.log(`[Hydration] Downloading images for ${productResult.productsNeedingImages.length} products (${productResult.new} new, ${backfillCount} backfill)...`);
+      imageResult = await downloadProductImages(
+        pool,
+        productResult.productsNeedingImages,
+        dispensaryContext,
+        { dryRun }
+      );
+    } else {
+      console.warn(`[Hydration] Could not get dispensary context for ID ${dispensaryId}, skipping image downloads`);
+    }
+  } else if (productResult.productsNeedingImages.length === 0 && productResult.upserted > 0) {
+    // All products already have local images
+    console.log(`[Hydration] All ${productResult.upserted} products already have local images, skipping downloads`);
+  }
+
   return {
     productsUpserted: productResult.upserted,
     productsNew: productResult.new,
@@ -644,5 +876,9 @@ export async function hydrateToCanonical(
     variantsUpserted: variantResult.upserted,
     variantsNew: variantResult.new,
     variantSnapshotsCreated: variantResult.snapshotsCreated,
+    imagesDownloaded: imageResult.downloaded,
+    imagesSkipped: imageResult.skipped,
+    imagesFailed: imageResult.failed,
+    imagesBytesTotal: imageResult.bytesTotal,
   };
 }
diff --git a/backend/src/index.ts b/backend/src/index.ts
index d0bf51ca..51cee953 100755
--- a/backend/src/index.ts
+++ b/backend/src/index.ts
@@ -7,6 +7,7 @@ import { initializeImageStorage } from './utils/image-storage';
 import { logger } from './services/logger';
 import { cleanupOrphanedJobs } from './services/proxyTestQueue';
 import healthRoutes from './routes/health';
+import imageProxyRoutes from './routes/image-proxy';
 
 dotenv.config();
 
@@ -29,6 +30,10 @@ app.use(express.json());
 const LOCAL_IMAGES_PATH = process.env.LOCAL_IMAGES_PATH || './public/images';
 app.use('/images', express.static(LOCAL_IMAGES_PATH));
 
+// Image proxy with on-demand resizing
+// Usage: /img/products/az/store/brand/product/image.webp?w=200&h=200
+app.use('/img', imageProxyRoutes);
+
 // Serve static downloads (plugin files, etc.)
 // Uses ./public/downloads relative to working directory (works for both Docker and local dev)
 const LOCAL_DOWNLOADS_PATH = process.env.LOCAL_DOWNLOADS_PATH || './public/downloads';
diff --git a/backend/src/platforms/dutchie/client.ts b/backend/src/platforms/dutchie/client.ts
index b23f0118..4817e476 100644
--- a/backend/src/platforms/dutchie/client.ts
+++ b/backend/src/platforms/dutchie/client.ts
@@ -213,7 +213,24 @@ const FINGERPRINTS: Fingerprint[] = [
 
 let currentFingerprintIndex = 0;
 
+// Forward declaration for session (actual CrawlSession interface defined later)
+let currentSession: {
+  sessionId: string;
+  fingerprint: Fingerprint;
+  proxyUrl: string | null;
+  stateCode?: string;
+  timezone?: string;
+  startedAt: Date;
+} | null = null;
+
+/**
+ * Get current fingerprint - returns session fingerprint if active, otherwise default
+ */
 export function getFingerprint(): Fingerprint {
+  // Use session fingerprint if a session is active
+  if (currentSession) {
+    return currentSession.fingerprint;
+  }
   return FINGERPRINTS[currentFingerprintIndex];
 }
 
@@ -228,6 +245,103 @@ export function resetFingerprint(): void {
   currentFingerprintIndex = 0;
 }
 
+/**
+ * Get a random fingerprint from the pool
+ */
+export function getRandomFingerprint(): Fingerprint {
+  const index = Math.floor(Math.random() * FINGERPRINTS.length);
+  return FINGERPRINTS[index];
+}
+
+// ============================================================
+// SESSION MANAGEMENT
+// Per-session fingerprint rotation for stealth
+// ============================================================
+
+export interface CrawlSession {
+  sessionId: string;
+  fingerprint: Fingerprint;
+  proxyUrl: string | null;
+  stateCode?: string;
+  timezone?: string;
+  startedAt: Date;
+}
+
+// Note: currentSession variable declared earlier in file for proper scoping
+
+/**
+ * Timezone to Accept-Language mapping
+ * US timezones all use en-US but this can be extended for international
+ */
+const TIMEZONE_TO_LOCALE: Record<string, string> = {
+  'America/Phoenix': 'en-US,en;q=0.9',
+  'America/Los_Angeles': 'en-US,en;q=0.9',
+  'America/Denver': 'en-US,en;q=0.9',
+  'America/Chicago': 'en-US,en;q=0.9',
+  'America/New_York': 'en-US,en;q=0.9',
+  'America/Detroit': 'en-US,en;q=0.9',
+  'America/Anchorage': 'en-US,en;q=0.9',
+  'Pacific/Honolulu': 'en-US,en;q=0.9',
+};
+
+/**
+ * Get Accept-Language header for a given timezone
+ */
+export function getLocaleForTimezone(timezone?: string): string {
+  if (!timezone) return 'en-US,en;q=0.9';
+  return TIMEZONE_TO_LOCALE[timezone] || 'en-US,en;q=0.9';
+}
+
+/**
+ * Start a new crawl session with a random fingerprint
+ * Call this before crawling a store to get a fresh identity
+ */
+export function startSession(stateCode?: string, timezone?: string): CrawlSession {
+  const baseFp = getRandomFingerprint();
+
+  // Override Accept-Language based on timezone for geographic consistency
+  const fingerprint: Fingerprint = {
+    ...baseFp,
+    acceptLanguage: getLocaleForTimezone(timezone),
+  };
+
+  currentSession = {
+    sessionId: `session_${Date.now()}_${Math.random().toString(36).slice(2, 8)}`,
+    fingerprint,
+    proxyUrl: currentProxy,
+    stateCode,
+    timezone,
+    startedAt: new Date(),
+  };
+
+  console.log(`[Dutchie Client] Started session ${currentSession.sessionId}`);
+  console.log(`[Dutchie Client]   Fingerprint: ${fingerprint.userAgent.slice(0, 50)}...`);
+  console.log(`[Dutchie Client]   Accept-Language: ${fingerprint.acceptLanguage}`);
+  if (timezone) {
+    console.log(`[Dutchie Client]   Timezone: ${timezone}`);
+  }
+
+  return currentSession;
+}
+
+/**
+ * End the current crawl session
+ */
+export function endSession(): void {
+  if (currentSession) {
+    const duration = Math.round((Date.now() - currentSession.startedAt.getTime()) / 1000);
+    console.log(`[Dutchie Client] Ended session ${currentSession.sessionId} (${duration}s)`);
+    currentSession = null;
+  }
+}
+
+/**
+ * Get current active session
+ */
+export function getCurrentSession(): CrawlSession | null {
+  return currentSession;
+}
+
 // ============================================================
 // CURL HTTP CLIENT
 // ============================================================
diff --git a/backend/src/platforms/dutchie/index.ts b/backend/src/platforms/dutchie/index.ts
index 0c69264c..07efbbbe 100644
--- a/backend/src/platforms/dutchie/index.ts
+++ b/backend/src/platforms/dutchie/index.ts
@@ -18,6 +18,13 @@ export {
   getFingerprint,
   rotateFingerprint,
   resetFingerprint,
+  getRandomFingerprint,
+  getLocaleForTimezone,
+
+  // Session Management (per-store fingerprint rotation)
+  startSession,
+  endSession,
+  getCurrentSession,
 
   // Proxy
   setProxy,
@@ -32,6 +39,7 @@ export {
   // Types
   type CurlResponse,
   type Fingerprint,
+  type CrawlSession,
   type ExecuteGraphQLOptions,
   type FetchPageOptions,
 } from './client';
diff --git a/backend/src/routes/dispensaries.ts b/backend/src/routes/dispensaries.ts
index 175addc1..7cc5b58d 100644
--- a/backend/src/routes/dispensaries.ts
+++ b/backend/src/routes/dispensaries.ts
@@ -8,10 +8,12 @@ router.use(authMiddleware);
 // Valid menu_type values
 const VALID_MENU_TYPES = ['dutchie', 'treez', 'jane', 'weedmaps', 'leafly', 'meadow', 'blaze', 'flowhub', 'dispense', 'cova', 'other', 'unknown'];
 
-// Get all dispensaries
+// Get all dispensaries (with pagination)
 router.get('/', async (req, res) => {
   try {
-    const { menu_type, city, state, crawl_enabled, dutchie_verified } = req.query;
+    const { menu_type, city, state, crawl_enabled, dutchie_verified, limit, offset, search } = req.query;
+    const pageLimit = Math.min(parseInt(limit as string) || 50, 500);
+    const pageOffset = parseInt(offset as string) || 0;
 
     let query = `
       SELECT
@@ -98,15 +100,34 @@ router.get('/', async (req, res) => {
       }
     }
 
-    if (conditions.length > 0) {
-      query += ` WHERE ${conditions.join(' AND ')}`;
+    // Search filter (name, dba_name, city, company_name)
+    if (search) {
+      conditions.push(`(name ILIKE $${params.length + 1} OR dba_name ILIKE $${params.length + 1} OR city ILIKE $${params.length + 1})`);
+      params.push(`%${search}%`);
     }
 
+    // Build WHERE clause
+    const whereClause = conditions.length > 0 ? ` WHERE ${conditions.join(' AND ')}` : '';
+
+    // Get total count first
+    const countResult = await pool.query(`SELECT COUNT(*) FROM dispensaries${whereClause}`, params);
+    const total = parseInt(countResult.rows[0].count);
+
+    // Add pagination
+    query += whereClause;
     query += ` ORDER BY name`;
+    query += ` LIMIT $${params.length + 1} OFFSET $${params.length + 2}`;
+    params.push(pageLimit, pageOffset);
 
     const result = await pool.query(query, params);
 
-    res.json({ dispensaries: result.rows, total: result.rowCount });
+    res.json({
+      dispensaries: result.rows,
+      total,
+      limit: pageLimit,
+      offset: pageOffset,
+      hasMore: pageOffset + result.rows.length < total
+    });
   } catch (error) {
     console.error('Error fetching dispensaries:', error);
     res.status(500).json({ error: 'Failed to fetch dispensaries' });
diff --git a/backend/src/routes/image-proxy.ts b/backend/src/routes/image-proxy.ts
new file mode 100644
index 00000000..b36d4716
--- /dev/null
+++ b/backend/src/routes/image-proxy.ts
@@ -0,0 +1,214 @@
+/**
+ * Image Proxy Route
+ *
+ * On-demand image resizing service. Serves images with URL-based transforms.
+ *
+ * Usage:
+ *   /img/<path>?w=200&h=200&q=80&fit=cover
+ *
+ * Parameters:
+ *   w     - width (pixels)
+ *   h     - height (pixels)
+ *   q     - quality (1-100, default 80)
+ *   fit   - resize fit: cover, contain, fill, inside, outside (default: inside)
+ *   blur  - blur sigma (0.3-1000)
+ *   gray  - grayscale (1 = enabled)
+ *   format - output format: webp, jpeg, png, avif (default: webp)
+ *
+ * Examples:
+ *   /img/products/az/store/brand/product/image.webp?w=200
+ *   /img/products/az/store/brand/product/image.webp?w=600&h=400&fit=cover
+ *   /img/products/az/store/brand/product/image.webp?w=100&blur=5&gray=1
+ */
+
+import { Router, Request, Response } from 'express';
+import * as fs from 'fs/promises';
+import * as path from 'path';
+// @ts-ignore
+const sharp = require('sharp');
+
+const router = Router();
+
+// Base path for images
+function getImagesBasePath(): string {
+  if (process.env.IMAGES_PATH) {
+    return process.env.IMAGES_PATH;
+  }
+  if (process.env.STORAGE_BASE_PATH) {
+    return path.join(process.env.STORAGE_BASE_PATH, 'images');
+  }
+  return './storage/images';
+}
+
+const IMAGES_BASE_PATH = getImagesBasePath();
+
+// Allowed fit modes
+const ALLOWED_FITS = ['cover', 'contain', 'fill', 'inside', 'outside'] as const;
+type FitMode = typeof ALLOWED_FITS[number];
+
+// Allowed formats
+const ALLOWED_FORMATS = ['webp', 'jpeg', 'jpg', 'png', 'avif'] as const;
+type OutputFormat = typeof ALLOWED_FORMATS[number];
+
+// Cache headers (1 year for immutable content-addressed images)
+const CACHE_MAX_AGE = 31536000; // 1 year in seconds
+
+interface TransformParams {
+  width?: number;
+  height?: number;
+  quality: number;
+  fit: FitMode;
+  blur?: number;
+  grayscale: boolean;
+  format: OutputFormat;
+}
+
+function parseTransformParams(query: any): TransformParams {
+  return {
+    width: query.w ? Math.min(Math.max(parseInt(query.w, 10), 1), 4000) : undefined,
+    height: query.h ? Math.min(Math.max(parseInt(query.h, 10), 1), 4000) : undefined,
+    quality: query.q ? Math.min(Math.max(parseInt(query.q, 10), 1), 100) : 80,
+    fit: ALLOWED_FITS.includes(query.fit) ? query.fit : 'inside',
+    blur: query.blur ? Math.min(Math.max(parseFloat(query.blur), 0.3), 1000) : undefined,
+    grayscale: query.gray === '1' || query.grayscale === '1',
+    format: ALLOWED_FORMATS.includes(query.format) ? query.format : 'webp',
+  };
+}
+
+function getContentType(format: OutputFormat): string {
+  switch (format) {
+    case 'jpeg':
+    case 'jpg':
+      return 'image/jpeg';
+    case 'png':
+      return 'image/png';
+    case 'avif':
+      return 'image/avif';
+    case 'webp':
+    default:
+      return 'image/webp';
+  }
+}
+
+/**
+ * Image proxy endpoint
+ * GET /img/*
+ */
+router.get('/*', async (req: Request, res: Response) => {
+  try {
+    // Get the image path from URL (everything after /img/)
+    const imagePath = req.params[0];
+
+    if (!imagePath) {
+      return res.status(400).json({ error: 'Image path required' });
+    }
+
+    // Security: prevent directory traversal
+    const normalizedPath = path.normalize(imagePath).replace(/^(\.\.(\/|\\|$))+/, '');
+    const basePath = path.resolve(IMAGES_BASE_PATH);
+    const fullPath = path.resolve(path.join(IMAGES_BASE_PATH, normalizedPath));
+
+    // Ensure path is within base directory
+    if (!fullPath.startsWith(basePath)) {
+      console.error(`[ImageProxy] Path traversal attempt: ${fullPath} not in ${basePath}`);
+      return res.status(403).json({ error: 'Access denied' });
+    }
+
+    // Check if file exists
+    try {
+      await fs.access(fullPath);
+    } catch {
+      return res.status(404).json({ error: 'Image not found' });
+    }
+
+    // Parse transform parameters
+    const params = parseTransformParams(req.query);
+
+    // Check if any transforms are requested
+    const hasTransforms = params.width || params.height || params.blur || params.grayscale;
+
+    // Read the original image
+    const imageBuffer = await fs.readFile(fullPath);
+
+    let outputBuffer: Buffer;
+
+    if (hasTransforms) {
+      // Apply transforms
+      let pipeline = sharp(imageBuffer);
+
+      // Resize
+      if (params.width || params.height) {
+        pipeline = pipeline.resize(params.width, params.height, {
+          fit: params.fit,
+          withoutEnlargement: true,
+        });
+      }
+
+      // Blur
+      if (params.blur) {
+        pipeline = pipeline.blur(params.blur);
+      }
+
+      // Grayscale
+      if (params.grayscale) {
+        pipeline = pipeline.grayscale();
+      }
+
+      // Output format
+      switch (params.format) {
+        case 'jpeg':
+        case 'jpg':
+          pipeline = pipeline.jpeg({ quality: params.quality });
+          break;
+        case 'png':
+          pipeline = pipeline.png({ quality: params.quality });
+          break;
+        case 'avif':
+          pipeline = pipeline.avif({ quality: params.quality });
+          break;
+        case 'webp':
+        default:
+          pipeline = pipeline.webp({ quality: params.quality });
+      }
+
+      outputBuffer = await pipeline.toBuffer();
+    } else {
+      // No transforms - serve original (but maybe convert format)
+      if (params.format !== 'webp' || params.quality !== 80) {
+        let pipeline = sharp(imageBuffer);
+        switch (params.format) {
+          case 'jpeg':
+          case 'jpg':
+            pipeline = pipeline.jpeg({ quality: params.quality });
+            break;
+          case 'png':
+            pipeline = pipeline.png({ quality: params.quality });
+            break;
+          case 'avif':
+            pipeline = pipeline.avif({ quality: params.quality });
+            break;
+          case 'webp':
+          default:
+            pipeline = pipeline.webp({ quality: params.quality });
+        }
+        outputBuffer = await pipeline.toBuffer();
+      } else {
+        outputBuffer = imageBuffer;
+      }
+    }
+
+    // Set headers
+    res.setHeader('Content-Type', getContentType(params.format));
+    res.setHeader('Cache-Control', `public, max-age=${CACHE_MAX_AGE}, immutable`);
+    res.setHeader('X-Image-Size', outputBuffer.length);
+
+    // Send image
+    res.send(outputBuffer);
+
+  } catch (error: any) {
+    console.error('[ImageProxy] Error:', error.message);
+    res.status(500).json({ error: 'Failed to process image' });
+  }
+});
+
+export default router;
diff --git a/backend/src/routes/version.ts b/backend/src/routes/version.ts
index 1ef1d3de..a15bc203 100644
--- a/backend/src/routes/version.ts
+++ b/backend/src/routes/version.ts
@@ -8,11 +8,13 @@ const router = Router();
  */
 router.get('/', async (req: Request, res: Response) => {
   try {
+    const gitSha = process.env.APP_GIT_SHA || 'unknown';
     const versionInfo = {
-      build_version: process.env.APP_BUILD_VERSION || 'dev',
-      git_sha: process.env.APP_GIT_SHA || 'local',
+      build_version: process.env.APP_BUILD_VERSION?.slice(0, 8) || 'dev',
+      git_sha: gitSha.slice(0, 8) || 'unknown',
+      git_sha_full: gitSha,
       build_time: process.env.APP_BUILD_TIME || new Date().toISOString(),
-      image_tag: process.env.CONTAINER_IMAGE_TAG || 'local',
+      image_tag: process.env.CONTAINER_IMAGE_TAG?.slice(0, 8) || 'local',
     };
 
     res.json(versionInfo);
diff --git a/backend/src/scripts/crawl-single-store.ts b/backend/src/scripts/crawl-single-store.ts
new file mode 100644
index 00000000..5d5ae14c
--- /dev/null
+++ b/backend/src/scripts/crawl-single-store.ts
@@ -0,0 +1,250 @@
+#!/usr/bin/env npx tsx
+/**
+ * Crawl Single Store - Verbose test showing each step
+ *
+ * Usage:
+ *   DATABASE_URL="postgresql://dutchie:dutchie_local_pass@localhost:54320/dutchie_menus" \
+ *   npx tsx src/scripts/crawl-single-store.ts <dispensaryId>
+ *
+ * Example:
+ *   DATABASE_URL="..." npx tsx src/scripts/crawl-single-store.ts 112
+ */
+
+import { Pool } from 'pg';
+import dotenv from 'dotenv';
+import {
+  executeGraphQL,
+  startSession,
+  endSession,
+  getFingerprint,
+  GRAPHQL_HASHES,
+  DUTCHIE_CONFIG,
+} from '../platforms/dutchie';
+
+dotenv.config();
+
+// ============================================================
+// DATABASE CONNECTION
+// ============================================================
+
+function getConnectionString(): string {
+  if (process.env.DATABASE_URL) {
+    return process.env.DATABASE_URL;
+  }
+  if (process.env.CANNAIQ_DB_URL) {
+    return process.env.CANNAIQ_DB_URL;
+  }
+  const host = process.env.CANNAIQ_DB_HOST || 'localhost';
+  const port = process.env.CANNAIQ_DB_PORT || '54320';
+  const name = process.env.CANNAIQ_DB_NAME || 'dutchie_menus';
+  const user = process.env.CANNAIQ_DB_USER || 'dutchie';
+  const pass = process.env.CANNAIQ_DB_PASS || 'dutchie_local_pass';
+  return `postgresql://${user}:${pass}@${host}:${port}/${name}`;
+}
+
+const pool = new Pool({ connectionString: getConnectionString() });
+
+// ============================================================
+// MAIN
+// ============================================================
+
+async function main() {
+  const dispensaryId = parseInt(process.argv[2], 10);
+
+  if (!dispensaryId) {
+    console.error('Usage: npx tsx src/scripts/crawl-single-store.ts <dispensaryId>');
+    console.error('Example: npx tsx src/scripts/crawl-single-store.ts 112');
+    process.exit(1);
+  }
+
+  console.log('');
+  console.log('╔════════════════════════════════════════════════════════════╗');
+  console.log('║         SINGLE STORE CRAWL - VERBOSE OUTPUT                ║');
+  console.log('╚════════════════════════════════════════════════════════════╝');
+  console.log('');
+
+  try {
+    // ============================================================
+    // STEP 1: Get dispensary info from database
+    // ============================================================
+    console.log('┌─────────────────────────────────────────────────────────────┐');
+    console.log('│ STEP 1: Load Dispensary Info from Database                  │');
+    console.log('└─────────────────────────────────────────────────────────────┘');
+
+    const dispResult = await pool.query(`
+      SELECT
+        id,
+        name,
+        platform_dispensary_id,
+        menu_url,
+        menu_type,
+        city,
+        state
+      FROM dispensaries
+      WHERE id = $1
+    `, [dispensaryId]);
+
+    if (dispResult.rows.length === 0) {
+      throw new Error(`Dispensary ${dispensaryId} not found`);
+    }
+
+    const disp = dispResult.rows[0];
+    console.log(`  Dispensary ID:      ${disp.id}`);
+    console.log(`  Name:               ${disp.name}`);
+    console.log(`  City, State:        ${disp.city}, ${disp.state}`);
+    console.log(`  Menu Type:          ${disp.menu_type}`);
+    console.log(`  Platform ID:        ${disp.platform_dispensary_id}`);
+    console.log(`  Menu URL:           ${disp.menu_url}`);
+
+    if (!disp.platform_dispensary_id) {
+      throw new Error('Dispensary does not have a platform_dispensary_id - cannot crawl');
+    }
+
+    // Extract cName from menu_url
+    const cNameMatch = disp.menu_url?.match(/\/(?:embedded-menu|dispensary)\/([^/?]+)/);
+    const cName = cNameMatch ? cNameMatch[1] : 'dispensary';
+    console.log(`  cName (derived):    ${cName}`);
+    console.log('');
+
+    // ============================================================
+    // STEP 2: Start stealth session
+    // ============================================================
+    console.log('┌─────────────────────────────────────────────────────────────┐');
+    console.log('│ STEP 2: Start Stealth Session                               │');
+    console.log('└─────────────────────────────────────────────────────────────┘');
+
+    // Use Arizona timezone for this store
+    const session = startSession(disp.state || 'AZ', 'America/Phoenix');
+
+    const fp = getFingerprint();
+    console.log(`  Session ID:         ${session.sessionId}`);
+    console.log(`  User-Agent:         ${fp.userAgent.slice(0, 60)}...`);
+    console.log(`  Accept-Language:    ${fp.acceptLanguage}`);
+    console.log(`  Sec-CH-UA:          ${fp.secChUa || '(not set)'}`);
+    console.log('');
+
+    // ============================================================
+    // STEP 3: Execute GraphQL query
+    // ============================================================
+    console.log('┌─────────────────────────────────────────────────────────────┐');
+    console.log('│ STEP 3: Execute GraphQL Query (FilteredProducts)            │');
+    console.log('└─────────────────────────────────────────────────────────────┘');
+
+    const variables = {
+      includeEnterpriseSpecials: false,
+      productsFilter: {
+        dispensaryId: disp.platform_dispensary_id,
+        pricingType: 'rec',
+        Status: 'Active',
+        types: [],
+        useCache: true,
+        isDefaultSort: true,
+        sortBy: 'popularSortIdx',
+        sortDirection: 1,
+        bypassOnlineThresholds: true,
+        isKioskMenu: false,
+        removeProductsBelowOptionThresholds: false,
+      },
+      page: 0,
+      perPage: 100,
+    };
+
+    console.log(`  Endpoint:           ${DUTCHIE_CONFIG.graphqlEndpoint}`);
+    console.log(`  Operation:          FilteredProducts`);
+    console.log(`  Hash:               ${GRAPHQL_HASHES.FilteredProducts.slice(0, 20)}...`);
+    console.log(`  dispensaryId:       ${variables.productsFilter.dispensaryId}`);
+    console.log(`  pricingType:        ${variables.productsFilter.pricingType}`);
+    console.log(`  Status:             ${variables.productsFilter.Status}`);
+    console.log(`  perPage:            ${variables.perPage}`);
+    console.log('');
+    console.log('  Sending request...');
+
+    const startTime = Date.now();
+    const result = await executeGraphQL(
+      'FilteredProducts',
+      variables,
+      GRAPHQL_HASHES.FilteredProducts,
+      { cName, maxRetries: 3 }
+    );
+    const elapsed = Date.now() - startTime;
+
+    console.log(`  Response time:      ${elapsed}ms`);
+    console.log('');
+
+    // ============================================================
+    // STEP 4: Process response
+    // ============================================================
+    console.log('┌─────────────────────────────────────────────────────────────┐');
+    console.log('│ STEP 4: Process Response                                    │');
+    console.log('└─────────────────────────────────────────────────────────────┘');
+
+    const data = result?.data?.filteredProducts;
+    if (!data) {
+      console.log('  ERROR: No data returned from GraphQL');
+      console.log('  Raw result:', JSON.stringify(result, null, 2).slice(0, 500));
+      endSession();
+      return;
+    }
+
+    const products = data.products || [];
+    const totalCount = data.queryInfo?.totalCount || 0;
+    const totalPages = Math.ceil(totalCount / 100);
+
+    console.log(`  Total products:     ${totalCount}`);
+    console.log(`  Products in page:   ${products.length}`);
+    console.log(`  Total pages:        ${totalPages}`);
+    console.log('');
+
+    // Show first few products
+    console.log('  First 5 products:');
+    console.log('  ─────────────────────────────────────────────────────────');
+    for (let i = 0; i < Math.min(5, products.length); i++) {
+      const p = products[i];
+      const name = (p.name || 'Unknown').slice(0, 40);
+      const brand = (p.brand?.name || 'Unknown').slice(0, 15);
+      const price = p.Prices?.[0]?.price || p.medPrice || p.recPrice || 'N/A';
+      const category = p.type || p.category || 'N/A';
+      console.log(`    ${i + 1}. ${name.padEnd(42)} | ${brand.padEnd(17)} | $${price}`);
+    }
+    console.log('');
+
+    // ============================================================
+    // STEP 5: End session
+    // ============================================================
+    console.log('┌─────────────────────────────────────────────────────────────┐');
+    console.log('│ STEP 5: End Session                                         │');
+    console.log('└─────────────────────────────────────────────────────────────┘');
+
+    endSession();
+    console.log('');
+
+    // ============================================================
+    // SUMMARY
+    // ============================================================
+    console.log('╔════════════════════════════════════════════════════════════╗');
+    console.log('║                        SUMMARY                              ║');
+    console.log('╠════════════════════════════════════════════════════════════╣');
+    console.log(`║  Store:            ${disp.name.slice(0, 38).padEnd(38)} ║`);
+    console.log(`║  Products Found:   ${String(totalCount).padEnd(38)} ║`);
+    console.log(`║  Response Time:    ${(elapsed + 'ms').padEnd(38)} ║`);
+    console.log(`║  Status:           ${'SUCCESS'.padEnd(38)} ║`);
+    console.log('╚════════════════════════════════════════════════════════════╝');
+
+  } catch (error: any) {
+    console.error('');
+    console.error('╔════════════════════════════════════════════════════════════╗');
+    console.error('║                        ERROR                                ║');
+    console.error('╚════════════════════════════════════════════════════════════╝');
+    console.error(`  ${error.message}`);
+    if (error.stack) {
+      console.error('');
+      console.error('Stack trace:');
+      console.error(error.stack.split('\n').slice(0, 5).join('\n'));
+    }
+    process.exit(1);
+  } finally {
+    await pool.end();
+  }
+}
+
+main();
diff --git a/backend/src/scripts/test-crawl-to-canonical.ts b/backend/src/scripts/test-crawl-to-canonical.ts
index 752b9e4b..79590a39 100644
--- a/backend/src/scripts/test-crawl-to-canonical.ts
+++ b/backend/src/scripts/test-crawl-to-canonical.ts
@@ -23,6 +23,7 @@ import {
   DutchieNormalizer,
   hydrateToCanonical,
 } from '../hydration';
+import { initializeImageStorage } from '../utils/image-storage';
 
 dotenv.config();
 
@@ -137,6 +138,11 @@ async function main() {
   console.log(`Test Crawl to Canonical - Dispensary ${dispensaryId}`);
   console.log('============================================================\n');
 
+  // Initialize image storage
+  console.log('[Init] Initializing image storage...');
+  await initializeImageStorage();
+  console.log('  Image storage ready\n');
+
   try {
     // Step 1: Get dispensary info
     console.log('[Step 1] Getting dispensary info...');
diff --git a/backend/src/scripts/test-image-download.ts b/backend/src/scripts/test-image-download.ts
new file mode 100644
index 00000000..8ef1f143
--- /dev/null
+++ b/backend/src/scripts/test-image-download.ts
@@ -0,0 +1,268 @@
+#!/usr/bin/env npx tsx
+/**
+ * Test Image Download - Tests image downloading with a small batch of products
+ *
+ * Usage:
+ *   DATABASE_URL="postgresql://dutchie:dutchie_local_pass@localhost:54320/dutchie_menus" \
+ *   STORAGE_DRIVER=local STORAGE_BASE_PATH=./storage \
+ *   npx tsx src/scripts/test-image-download.ts <dispensaryId> [limit]
+ *
+ * Example:
+ *   DATABASE_URL="..." npx tsx src/scripts/test-image-download.ts 112 5
+ */
+
+import { Pool } from 'pg';
+import dotenv from 'dotenv';
+import {
+  executeGraphQL,
+  startSession,
+  endSession,
+  GRAPHQL_HASHES,
+} from '../platforms/dutchie';
+import { DutchieNormalizer } from '../hydration/normalizers/dutchie';
+import { hydrateToCanonical } from '../hydration/canonical-upsert';
+import { initializeImageStorage, getStorageStats } from '../utils/image-storage';
+
+dotenv.config();
+
+// ============================================================
+// DATABASE CONNECTION
+// ============================================================
+
+function getConnectionString(): string {
+  if (process.env.DATABASE_URL) {
+    return process.env.DATABASE_URL;
+  }
+  const host = process.env.CANNAIQ_DB_HOST || 'localhost';
+  const port = process.env.CANNAIQ_DB_PORT || '54320';
+  const name = process.env.CANNAIQ_DB_NAME || 'dutchie_menus';
+  const user = process.env.CANNAIQ_DB_USER || 'dutchie';
+  const pass = process.env.CANNAIQ_DB_PASS || 'dutchie_local_pass';
+  return `postgresql://${user}:${pass}@${host}:${port}/${name}`;
+}
+
+const pool = new Pool({ connectionString: getConnectionString() });
+
+// ============================================================
+// MAIN
+// ============================================================
+
+async function main() {
+  const dispensaryId = parseInt(process.argv[2], 10);
+  const limit = parseInt(process.argv[3], 10) || 5;
+
+  if (!dispensaryId) {
+    console.error('Usage: npx tsx src/scripts/test-image-download.ts <dispensaryId> [limit]');
+    console.error('Example: npx tsx src/scripts/test-image-download.ts 112 5');
+    process.exit(1);
+  }
+
+  console.log('');
+  console.log('╔════════════════════════════════════════════════════════════╗');
+  console.log('║            IMAGE DOWNLOAD TEST                              ║');
+  console.log('╚════════════════════════════════════════════════════════════╝');
+  console.log('');
+
+  try {
+    // Initialize image storage
+    console.log('┌─────────────────────────────────────────────────────────────┐');
+    console.log('│ STEP 1: Initialize Image Storage                           │');
+    console.log('└─────────────────────────────────────────────────────────────┘');
+    await initializeImageStorage();
+    const statsBefore = await getStorageStats();
+    console.log(`  Base path:          ${statsBefore.basePath}`);
+    console.log(`  Products before:    ${statsBefore.productCount}`);
+    console.log(`  Brands before:      ${statsBefore.brandCount}`);
+    console.log('');
+
+    // Get dispensary info
+    console.log('┌─────────────────────────────────────────────────────────────┐');
+    console.log('│ STEP 2: Load Dispensary Info                               │');
+    console.log('└─────────────────────────────────────────────────────────────┘');
+
+    const dispResult = await pool.query(`
+      SELECT
+        id, name, platform_dispensary_id, menu_url, state, slug
+      FROM dispensaries
+      WHERE id = $1
+    `, [dispensaryId]);
+
+    if (dispResult.rows.length === 0) {
+      throw new Error(`Dispensary ${dispensaryId} not found`);
+    }
+
+    const disp = dispResult.rows[0];
+    console.log(`  Dispensary:         ${disp.name}`);
+    console.log(`  State:              ${disp.state}`);
+    console.log(`  Slug:               ${disp.slug}`);
+    console.log(`  Platform ID:        ${disp.platform_dispensary_id}`);
+    console.log('');
+
+    // Delete some existing store_products to force "new" products
+    console.log('┌─────────────────────────────────────────────────────────────┐');
+    console.log('│ STEP 3: Clear Store Products (to test new product flow)    │');
+    console.log('└─────────────────────────────────────────────────────────────┘');
+
+    const deleteResult = await pool.query(`
+      DELETE FROM store_products
+      WHERE dispensary_id = $1
+      RETURNING id
+    `, [dispensaryId]);
+    console.log(`  Deleted ${deleteResult.rowCount} existing store_products`);
+    console.log('');
+
+    // Fetch products from Dutchie
+    console.log('┌─────────────────────────────────────────────────────────────┐');
+    console.log('│ STEP 4: Fetch Products from Dutchie (limited)              │');
+    console.log('└─────────────────────────────────────────────────────────────┘');
+
+    const cNameMatch = disp.menu_url?.match(/\/(?:embedded-menu|dispensary)\/([^/?]+)/);
+    const cName = cNameMatch ? cNameMatch[1] : 'dispensary';
+
+    const session = startSession(disp.state || 'AZ', 'America/Phoenix');
+    console.log(`  Session ID:         ${session.sessionId}`);
+    console.log(`  cName:              ${cName}`);
+    console.log(`  Limit:              ${limit} products`);
+
+    const variables = {
+      includeEnterpriseSpecials: false,
+      productsFilter: {
+        dispensaryId: disp.platform_dispensary_id,
+        pricingType: 'rec',
+        Status: 'Active',
+        types: [],
+        useCache: true,
+        isDefaultSort: true,
+        sortBy: 'popularSortIdx',
+        sortDirection: 1,
+        bypassOnlineThresholds: true,
+        isKioskMenu: false,
+        removeProductsBelowOptionThresholds: false,
+      },
+      page: 0,
+      perPage: limit, // Only fetch limited products
+    };
+
+    const startTime = Date.now();
+    const result = await executeGraphQL(
+      'FilteredProducts',
+      variables,
+      GRAPHQL_HASHES.FilteredProducts,
+      { cName, maxRetries: 3 }
+    );
+    const elapsed = Date.now() - startTime;
+
+    endSession();
+
+    const products = result?.data?.filteredProducts?.products || [];
+    console.log(`  Fetched:            ${products.length} products in ${elapsed}ms`);
+
+    // Show products with images
+    console.log('');
+    console.log('  Products with images:');
+    for (let i = 0; i < products.length; i++) {
+      const p = products[i];
+      const hasImage = !!p.Image;
+      const brandName = p.brand?.name || 'Unknown';
+      console.log(`    ${i + 1}. ${p.name?.slice(0, 40).padEnd(42)} | ${brandName.slice(0, 15).padEnd(17)} | ${hasImage ? '✓ has image' : '✗ no image'}`);
+    }
+    console.log('');
+
+    // Normalize and hydrate
+    console.log('┌─────────────────────────────────────────────────────────────┐');
+    console.log('│ STEP 5: Normalize and Hydrate (with image download)        │');
+    console.log('└─────────────────────────────────────────────────────────────┘');
+
+    const normalizer = new DutchieNormalizer();
+    // Wrap products in expected payload format
+    const payload = {
+      raw_json: products, // DutchieNormalizer.extractProducts handles arrays
+      dispensary_id: dispensaryId,
+    };
+    const normResult = normalizer.normalize(payload);
+    console.log(`  Normalized products: ${normResult.products.length}`);
+    console.log(`  Brands found:       ${normResult.brands.length}`);
+
+    const hydrateStart = Date.now();
+    const hydrateResult = await hydrateToCanonical(
+      pool,
+      dispensaryId,
+      normResult,
+      null, // no crawl run ID for test
+      { dryRun: false, downloadImages: true }
+    );
+    const hydrateElapsed = Date.now() - hydrateStart;
+
+    console.log('');
+    console.log(`  Hydration time:     ${hydrateElapsed}ms`);
+    console.log(`  Products new:       ${hydrateResult.productsNew}`);
+    console.log(`  Products updated:   ${hydrateResult.productsUpdated}`);
+    console.log(`  Images downloaded:  ${hydrateResult.imagesDownloaded}`);
+    console.log(`  Images skipped:     ${hydrateResult.imagesSkipped}`);
+    console.log(`  Images failed:      ${hydrateResult.imagesFailed}`);
+    console.log(`  Image bytes:        ${(hydrateResult.imagesBytesTotal / 1024).toFixed(1)} KB`);
+    console.log('');
+
+    // Check storage stats
+    console.log('┌─────────────────────────────────────────────────────────────┐');
+    console.log('│ STEP 6: Verify Storage                                     │');
+    console.log('└─────────────────────────────────────────────────────────────┘');
+
+    const statsAfter = await getStorageStats();
+    console.log(`  Products after:     ${statsAfter.productCount}`);
+    console.log(`  Brands after:       ${statsAfter.brandCount}`);
+    console.log(`  Total size:         ${(statsAfter.totalSizeBytes / 1024).toFixed(1)} KB`);
+    console.log('');
+
+    // Check database for local_image_path
+    console.log('┌─────────────────────────────────────────────────────────────┐');
+    console.log('│ STEP 7: Check Database for Local Image Paths               │');
+    console.log('└─────────────────────────────────────────────────────────────┘');
+
+    const dbCheck = await pool.query(`
+      SELECT
+        id, name_raw, local_image_path, images
+      FROM store_products
+      WHERE dispensary_id = $1
+      LIMIT 10
+    `, [dispensaryId]);
+
+    for (const row of dbCheck.rows) {
+      const hasLocal = !!row.local_image_path;
+      const hasImages = !!row.images;
+      console.log(`  ${row.id}: ${row.name_raw?.slice(0, 40).padEnd(42)} | local: ${hasLocal ? '✓' : '✗'} | images: ${hasImages ? '✓' : '✗'}`);
+      if (row.local_image_path) {
+        console.log(`      → ${row.local_image_path}`);
+      }
+    }
+    console.log('');
+
+    // Summary
+    console.log('╔════════════════════════════════════════════════════════════╗');
+    console.log('║                        SUMMARY                              ║');
+    console.log('╠════════════════════════════════════════════════════════════╣');
+    console.log(`║  Dispensary:         ${disp.name.slice(0, 37).padEnd(37)} ║`);
+    console.log(`║  Products crawled:   ${String(products.length).padEnd(37)} ║`);
+    console.log(`║  Images downloaded:  ${String(hydrateResult.imagesDownloaded).padEnd(37)} ║`);
+    console.log(`║  Total image bytes:  ${((hydrateResult.imagesBytesTotal / 1024).toFixed(1) + ' KB').padEnd(37)} ║`);
+    console.log(`║  Status:             ${'SUCCESS'.padEnd(37)} ║`);
+    console.log('╚════════════════════════════════════════════════════════════╝');
+
+  } catch (error: any) {
+    console.error('');
+    console.error('╔════════════════════════════════════════════════════════════╗');
+    console.error('║                        ERROR                                ║');
+    console.error('╚════════════════════════════════════════════════════════════╝');
+    console.error(`  ${error.message}`);
+    if (error.stack) {
+      console.error('');
+      console.error('Stack trace:');
+      console.error(error.stack.split('\n').slice(0, 5).join('\n'));
+    }
+    process.exit(1);
+  } finally {
+    await pool.end();
+  }
+}
+
+main();
diff --git a/backend/src/scripts/test-image-proxy.ts b/backend/src/scripts/test-image-proxy.ts
new file mode 100644
index 00000000..fd463139
--- /dev/null
+++ b/backend/src/scripts/test-image-proxy.ts
@@ -0,0 +1,80 @@
+#!/usr/bin/env npx tsx
+/**
+ * Test Image Proxy - Standalone test without backend
+ *
+ * Usage:
+ *   npx tsx src/scripts/test-image-proxy.ts
+ */
+
+import express from 'express';
+import imageProxyRoutes from '../routes/image-proxy';
+
+const app = express();
+const PORT = 3099;
+
+// Mount the image proxy
+app.use('/img', imageProxyRoutes);
+
+// Start server
+app.listen(PORT, async () => {
+  console.log(`Test image proxy running on http://localhost:${PORT}`);
+  console.log('');
+  console.log('Testing image proxy...');
+  console.log('');
+
+  const axios = require('axios');
+
+  // Test cases
+  const tests = [
+    {
+      name: 'Original image',
+      url: '/img/products/az/az-deeply-rooted/clout-king/68b4b20a0f9ef3e90eb51e96/image-268a6e44.webp',
+    },
+    {
+      name: 'Resize to 200px width',
+      url: '/img/products/az/az-deeply-rooted/clout-king/68b4b20a0f9ef3e90eb51e96/image-268a6e44.webp?w=200',
+    },
+    {
+      name: 'Resize to 100x100 cover',
+      url: '/img/products/az/az-deeply-rooted/clout-king/68b4b20a0f9ef3e90eb51e96/image-268a6e44.webp?w=100&h=100&fit=cover',
+    },
+    {
+      name: 'Grayscale + blur',
+      url: '/img/products/az/az-deeply-rooted/clout-king/68b4b20a0f9ef3e90eb51e96/image-268a6e44.webp?w=200&gray=1&blur=2',
+    },
+    {
+      name: 'Convert to JPEG',
+      url: '/img/products/az/az-deeply-rooted/clout-king/68b4b20a0f9ef3e90eb51e96/image-268a6e44.webp?w=200&format=jpeg&q=70',
+    },
+    {
+      name: 'Non-existent image',
+      url: '/img/products/az/nonexistent/image.webp',
+    },
+  ];
+
+  for (const test of tests) {
+    try {
+      const response = await axios.get(`http://localhost:${PORT}${test.url}`, {
+        responseType: 'arraybuffer',
+        validateStatus: () => true,
+      });
+
+      const contentType = response.headers['content-type'];
+      const size = response.data.length;
+      const status = response.status;
+
+      console.log(`${test.name}:`);
+      console.log(`  URL: ${test.url.slice(0, 80)}${test.url.length > 80 ? '...' : ''}`);
+      console.log(`  Status: ${status}`);
+      console.log(`  Content-Type: ${contentType}`);
+      console.log(`  Size: ${(size / 1024).toFixed(1)} KB`);
+      console.log('');
+    } catch (error: any) {
+      console.log(`${test.name}: ERROR - ${error.message}`);
+      console.log('');
+    }
+  }
+
+  console.log('Tests complete!');
+  process.exit(0);
+});
diff --git a/backend/src/scripts/test-stealth-session.ts b/backend/src/scripts/test-stealth-session.ts
new file mode 100644
index 00000000..289f5a96
--- /dev/null
+++ b/backend/src/scripts/test-stealth-session.ts
@@ -0,0 +1,117 @@
+/**
+ * Test script for stealth session management
+ *
+ * Tests:
+ * 1. Per-session fingerprint rotation
+ * 2. Geographic consistency (timezone → Accept-Language)
+ * 3. Proxy location loading from database
+ *
+ * Usage:
+ *   npx tsx src/scripts/test-stealth-session.ts
+ */
+
+import {
+  startSession,
+  endSession,
+  getCurrentSession,
+  getFingerprint,
+  getRandomFingerprint,
+  getLocaleForTimezone,
+  buildHeaders,
+} from '../platforms/dutchie';
+
+console.log('='.repeat(60));
+console.log('STEALTH SESSION TEST');
+console.log('='.repeat(60));
+
+// Test 1: Timezone to Locale mapping
+console.log('\n[Test 1] Timezone to Locale Mapping:');
+const testTimezones = [
+  'America/Phoenix',
+  'America/Los_Angeles',
+  'America/New_York',
+  'America/Chicago',
+  undefined,
+  'Invalid/Timezone',
+];
+
+for (const tz of testTimezones) {
+  const locale = getLocaleForTimezone(tz);
+  console.log(`  ${tz || '(undefined)'} → ${locale}`);
+}
+
+// Test 2: Random fingerprint selection
+console.log('\n[Test 2] Random Fingerprint Selection (5 samples):');
+for (let i = 0; i < 5; i++) {
+  const fp = getRandomFingerprint();
+  console.log(`  ${i + 1}. ${fp.userAgent.slice(0, 60)}...`);
+}
+
+// Test 3: Session Management
+console.log('\n[Test 3] Session Management:');
+
+// Before session - should use default fingerprint
+console.log('  Before session:');
+const beforeFp = getFingerprint();
+console.log(`    getFingerprint(): ${beforeFp.userAgent.slice(0, 50)}...`);
+console.log(`    getCurrentSession(): ${getCurrentSession()}`);
+
+// Start session with Arizona timezone
+console.log('\n  Starting session (AZ, America/Phoenix):');
+const session1 = startSession('AZ', 'America/Phoenix');
+console.log(`    Session ID: ${session1.sessionId}`);
+console.log(`    Fingerprint UA: ${session1.fingerprint.userAgent.slice(0, 50)}...`);
+console.log(`    Accept-Language: ${session1.fingerprint.acceptLanguage}`);
+console.log(`    Timezone: ${session1.timezone}`);
+
+// During session - should use session fingerprint
+console.log('\n  During session:');
+const duringFp = getFingerprint();
+console.log(`    getFingerprint(): ${duringFp.userAgent.slice(0, 50)}...`);
+console.log(`    Same as session? ${duringFp.userAgent === session1.fingerprint.userAgent}`);
+
+// Test buildHeaders with session
+console.log('\n  buildHeaders() during session:');
+const headers = buildHeaders('/embedded-menu/test-store');
+console.log(`    User-Agent: ${headers['user-agent'].slice(0, 50)}...`);
+console.log(`    Accept-Language: ${headers['accept-language']}`);
+console.log(`    Origin: ${headers['origin']}`);
+console.log(`    Referer: ${headers['referer']}`);
+
+// End session
+console.log('\n  Ending session:');
+endSession();
+console.log(`    getCurrentSession(): ${getCurrentSession()}`);
+
+// Test 4: Multiple sessions should have different fingerprints
+console.log('\n[Test 4] Multiple Sessions (fingerprint variety):');
+const fingerprints: string[] = [];
+for (let i = 0; i < 10; i++) {
+  const session = startSession('CA', 'America/Los_Angeles');
+  fingerprints.push(session.fingerprint.userAgent);
+  endSession();
+}
+
+const uniqueCount = new Set(fingerprints).size;
+console.log(`  10 sessions created, ${uniqueCount} unique fingerprints`);
+console.log(`  Variety: ${uniqueCount >= 3 ? '✅ Good' : '⚠️ Low - may need more fingerprint options'}`);
+
+// Test 5: Geographic consistency check
+console.log('\n[Test 5] Geographic Consistency:');
+const geoTests = [
+  { state: 'AZ', tz: 'America/Phoenix' },
+  { state: 'CA', tz: 'America/Los_Angeles' },
+  { state: 'NY', tz: 'America/New_York' },
+  { state: 'IL', tz: 'America/Chicago' },
+];
+
+for (const { state, tz } of geoTests) {
+  const session = startSession(state, tz);
+  const consistent = session.fingerprint.acceptLanguage.includes('en-US');
+  console.log(`  ${state} (${tz}): Accept-Language=${session.fingerprint.acceptLanguage} ${consistent ? '✅' : '❌'}`);
+  endSession();
+}
+
+console.log('\n' + '='.repeat(60));
+console.log('TEST COMPLETE');
+console.log('='.repeat(60));
diff --git a/backend/src/scripts/test-stealth-with-db.ts b/backend/src/scripts/test-stealth-with-db.ts
new file mode 100644
index 00000000..1f5094f6
--- /dev/null
+++ b/backend/src/scripts/test-stealth-with-db.ts
@@ -0,0 +1,144 @@
+/**
+ * Test script for stealth session with REAL proxy data from database
+ *
+ * Tests:
+ * 1. Load proxies from database (with location data)
+ * 2. Verify location fields (city, state, timezone) are loaded
+ * 3. Start session with proxy's timezone
+ * 4. Verify Accept-Language matches timezone
+ *
+ * Usage:
+ *   DATABASE_URL="postgresql://dutchie:dutchie_local_pass@localhost:54320/dutchie_menus" npx tsx src/scripts/test-stealth-with-db.ts
+ */
+
+import { Pool } from 'pg';
+import {
+  CrawlRotator,
+  ProxyRotator,
+} from '../services/crawl-rotator';
+import {
+  startSession,
+  endSession,
+  getLocaleForTimezone,
+} from '../platforms/dutchie';
+
+const DATABASE_URL = process.env.DATABASE_URL;
+
+if (!DATABASE_URL) {
+  console.error('ERROR: DATABASE_URL environment variable is required');
+  process.exit(1);
+}
+
+async function main() {
+  console.log('='.repeat(60));
+  console.log('STEALTH SESSION TEST WITH DATABASE');
+  console.log('='.repeat(60));
+
+  const pool = new Pool({ connectionString: DATABASE_URL });
+
+  try {
+    // Test 1: Load proxies with location data
+    console.log('\n[Test 1] Loading proxies from database...');
+    const rotator = new CrawlRotator(pool);
+    await rotator.initialize();
+
+    const stats = rotator.proxy.getStats();
+    console.log(`  Total proxies: ${stats.totalProxies}`);
+    console.log(`  Active proxies: ${stats.activeProxies}`);
+
+    if (stats.activeProxies === 0) {
+      console.log('\n  WARNING: No active proxies in database!');
+      console.log('  Insert test proxies with:');
+      console.log(`    INSERT INTO proxies (host, port, protocol, city, state, country_code, timezone, active)`);
+      console.log(`    VALUES ('proxy1.example.com', 8080, 'http', 'Phoenix', 'AZ', 'US', 'America/Phoenix', true);`);
+      return;
+    }
+
+    // Test 2: Check location data on proxies
+    console.log('\n[Test 2] Checking proxy location data...');
+    let proxyCount = 0;
+    let withLocationCount = 0;
+
+    // Iterate through proxies
+    for (let i = 0; i < stats.totalProxies; i++) {
+      const proxy = rotator.proxy.getNext();
+      if (!proxy) break;
+
+      proxyCount++;
+      const hasLocation = !!(proxy.stateCode || proxy.timezone);
+      if (hasLocation) withLocationCount++;
+
+      console.log(`  Proxy ${proxy.id}: ${proxy.host}:${proxy.port}`);
+      console.log(`    City: ${proxy.city || '(not set)'}`);
+      console.log(`    State: ${proxy.stateCode || '(not set)'}`);
+      console.log(`    Country: ${proxy.countryCode || '(not set)'}`);
+      console.log(`    Timezone: ${proxy.timezone || '(not set)'}`);
+      console.log(`    Has location data: ${hasLocation ? '✅' : '❌'}`);
+    }
+
+    console.log(`\n  Summary: ${withLocationCount}/${proxyCount} proxies have location data`);
+
+    // Test 3: Start session using proxy's timezone
+    console.log('\n[Test 3] Starting session with proxy timezone...');
+
+    // Get first proxy with timezone
+    const firstProxy = rotator.proxy.getNext();
+    if (firstProxy && firstProxy.timezone) {
+      console.log(`  Using proxy: ${firstProxy.host} (${firstProxy.city}, ${firstProxy.stateCode})`);
+      console.log(`  Proxy timezone: ${firstProxy.timezone}`);
+
+      const session = startSession(firstProxy.stateCode, firstProxy.timezone);
+      console.log(`  Session ID: ${session.sessionId}`);
+      console.log(`  Session timezone: ${session.timezone}`);
+      console.log(`  Session Accept-Language: ${session.fingerprint.acceptLanguage}`);
+
+      // Verify Accept-Language matches expected locale for timezone
+      const expectedLocale = getLocaleForTimezone(firstProxy.timezone);
+      const matches = session.fingerprint.acceptLanguage === expectedLocale;
+      console.log(`  Expected locale: ${expectedLocale}`);
+      console.log(`  Locale matches: ${matches ? '✅' : '❌'}`);
+
+      endSession();
+    } else {
+      console.log('  WARNING: No proxy with timezone data found');
+    }
+
+    // Test 4: Test each timezone in database
+    console.log('\n[Test 4] Testing all proxy timezones...');
+    const seenTimezones = new Set<string>();
+
+    // Reset to beginning
+    for (let i = 0; i < stats.totalProxies; i++) {
+      const proxy = rotator.proxy.getNext();
+      if (!proxy || !proxy.timezone) continue;
+      if (seenTimezones.has(proxy.timezone)) continue;
+
+      seenTimezones.add(proxy.timezone);
+      const session = startSession(proxy.stateCode, proxy.timezone);
+      console.log(`  ${proxy.timezone}:`);
+      console.log(`    State: ${proxy.stateCode || 'unknown'}`);
+      console.log(`    Accept-Language: ${session.fingerprint.acceptLanguage}`);
+      endSession();
+    }
+
+    console.log('\n' + '='.repeat(60));
+    console.log('TEST COMPLETE');
+    console.log('='.repeat(60));
+
+    if (withLocationCount === 0) {
+      console.log('\n⚠️  No proxies have location data.');
+      console.log('   Geographic consistency will use default locale (en-US).');
+      console.log('   To enable geo-consistency, populate city/state/timezone on proxies.');
+    } else {
+      console.log('\n✅ Stealth session with geo-consistency is working!');
+      console.log('   Sessions will use Accept-Language matching proxy timezone.');
+    }
+
+  } catch (error) {
+    console.error('Error:', error);
+  } finally {
+    await pool.end();
+  }
+}
+
+main();
diff --git a/backend/src/utils/image-storage.ts b/backend/src/utils/image-storage.ts
index f99ac6d2..6818a6f1 100644
--- a/backend/src/utils/image-storage.ts
+++ b/backend/src/utils/image-storage.ts
@@ -1,26 +1,29 @@
 /**
  * Local Image Storage Utility
  *
- * Downloads and stores product images to local filesystem.
- * Replaces MinIO-based storage with simple local file storage.
+ * Downloads and stores product images to local filesystem with proper hierarchy.
  *
  * Directory structure:
- *   /images/products/<dispensary_id>/<product_id>.webp
- *   /images/products/<dispensary_id>/<product_id>-thumb.webp
- *   /images/products/<dispensary_id>/<product_id>-medium.webp
- *   /images/brands/<brand_slug>.webp
+ *   /images/products/<state>/<store_slug>/<brand_slug>/<product_id>/image.webp
+ *   /images/products/<state>/<store_slug>/<brand_slug>/<product_id>/image-medium.webp
+ *   /images/products/<state>/<store_slug>/<brand_slug>/<product_id>/image-thumb.webp
+ *   /images/brands/<brand_slug>/logo.webp
+ *
+ * This structure allows:
+ * - Easy migration to MinIO/S3 (bucket per state)
+ * - Browsing by state/store/brand
+ * - Multiple images per product (future: gallery)
  */
 
 import axios from 'axios';
-import sharp from 'sharp';
+// @ts-ignore - sharp module typing quirk
+const sharp = require('sharp');
 import * as fs from 'fs/promises';
 import * as path from 'path';
 import { createHash } from 'crypto';
 
 // Base path for image storage - configurable via env
-// Uses project-relative paths by default, NOT /app or other privileged paths
 function getImagesBasePath(): string {
-  // Priority: IMAGES_PATH > STORAGE_BASE_PATH/images > ./storage/images
   if (process.env.IMAGES_PATH) {
     return process.env.IMAGES_PATH;
   }
@@ -35,16 +38,28 @@ const IMAGES_BASE_PATH = getImagesBasePath();
 const IMAGES_PUBLIC_URL = process.env.IMAGES_PUBLIC_URL || '/images';
 
 export interface LocalImageSizes {
-  full: string;       // URL path: /images/products/123/456.webp
-  medium: string;     // URL path: /images/products/123/456-medium.webp
-  thumb: string;      // URL path: /images/products/123/456-thumb.webp
+  original: string;   // URL path to original image
+  // Legacy compatibility - all point to original until we add image proxy
+  full: string;
+  medium: string;
+  thumb: string;
 }
 
 export interface DownloadResult {
   success: boolean;
   urls?: LocalImageSizes;
+  localPaths?: LocalImageSizes;
   error?: string;
   bytesDownloaded?: number;
+  skipped?: boolean;  // True if image already exists
+}
+
+export interface ProductImageContext {
+  stateCode: string;      // e.g., "AZ", "CA"
+  storeSlug: string;      // e.g., "deeply-rooted"
+  brandSlug: string;      // e.g., "high-west-farms"
+  productId: string;      // External product ID
+  dispensaryId?: number;  // For backwards compat
 }
 
 /**
@@ -58,6 +73,17 @@ async function ensureDir(dirPath: string): Promise<void> {
   }
 }
 
+/**
+ * Sanitize a string for use in file paths
+ */
+function slugify(str: string): string {
+  return str
+    .toLowerCase()
+    .replace(/[^a-z0-9]+/g, '-')
+    .replace(/^-+|-+$/g, '')
+    .substring(0, 50) || 'unknown';
+}
+
 /**
  * Generate a short hash from a URL for deduplication
  */
@@ -81,53 +107,30 @@ async function downloadImage(imageUrl: string): Promise<Buffer> {
 }
 
 /**
- * Process and save image in multiple sizes
- * Returns the file paths relative to IMAGES_BASE_PATH
+ * Process and save original image (convert to webp for consistency)
+ *
+ * We store only the original - resizing will be done on-demand via
+ * an image proxy service (imgproxy, thumbor, or similar) in the future.
  */
 async function processAndSaveImage(
   buffer: Buffer,
   outputDir: string,
   baseFilename: string
-): Promise<{ full: string; medium: string; thumb: string; totalBytes: number }> {
+): Promise<{ original: string; totalBytes: number }> {
   await ensureDir(outputDir);
 
-  const fullPath = path.join(outputDir, `${baseFilename}.webp`);
-  const mediumPath = path.join(outputDir, `${baseFilename}-medium.webp`);
-  const thumbPath = path.join(outputDir, `${baseFilename}-thumb.webp`);
+  const originalPath = path.join(outputDir, `${baseFilename}.webp`);
 
-  // Process images in parallel
-  const [fullBuffer, mediumBuffer, thumbBuffer] = await Promise.all([
-    // Full: max 1200x1200, high quality
-    sharp(buffer)
-      .resize(1200, 1200, { fit: 'inside', withoutEnlargement: true })
-      .webp({ quality: 85 })
-      .toBuffer(),
-    // Medium: 600x600
-    sharp(buffer)
-      .resize(600, 600, { fit: 'inside', withoutEnlargement: true })
-      .webp({ quality: 80 })
-      .toBuffer(),
-    // Thumb: 200x200
-    sharp(buffer)
-      .resize(200, 200, { fit: 'inside', withoutEnlargement: true })
-      .webp({ quality: 75 })
-      .toBuffer(),
-  ]);
+  // Convert to webp, preserve original dimensions, high quality
+  const originalBuffer = await sharp(buffer)
+    .webp({ quality: 90 })
+    .toBuffer();
 
-  // Save all sizes
-  await Promise.all([
-    fs.writeFile(fullPath, fullBuffer),
-    fs.writeFile(mediumPath, mediumBuffer),
-    fs.writeFile(thumbPath, thumbBuffer),
-  ]);
-
-  const totalBytes = fullBuffer.length + mediumBuffer.length + thumbBuffer.length;
+  await fs.writeFile(originalPath, originalBuffer);
 
   return {
-    full: fullPath,
-    medium: mediumPath,
-    thumb: thumbPath,
-    totalBytes,
+    original: originalPath,
+    totalBytes: originalBuffer.length,
   };
 }
 
@@ -135,47 +138,107 @@ async function processAndSaveImage(
  * Convert a file path to a public URL
  */
 function pathToUrl(filePath: string): string {
+  // Find /products/ or /brands/ in the path and extract from there
+  const productsMatch = filePath.match(/(\/products\/.*)/);
+  const brandsMatch = filePath.match(/(\/brands\/.*)/);
+
+  if (productsMatch) {
+    return `${IMAGES_PUBLIC_URL}${productsMatch[1]}`;
+  }
+  if (brandsMatch) {
+    return `${IMAGES_PUBLIC_URL}${brandsMatch[1]}`;
+  }
+
+  // Fallback: try to replace base path (works if paths match exactly)
   const relativePath = filePath.replace(IMAGES_BASE_PATH, '');
   return `${IMAGES_PUBLIC_URL}${relativePath}`;
 }
 
 /**
- * Download and store a product image locally
+ * Build the directory path for a product image
+ * Structure: /images/products/<state>/<store>/<brand>/<product>/
+ */
+function buildProductImagePath(ctx: ProductImageContext): string {
+  const state = slugify(ctx.stateCode || 'unknown');
+  const store = slugify(ctx.storeSlug || 'unknown');
+  const brand = slugify(ctx.brandSlug || 'unknown');
+  const product = slugify(ctx.productId || 'unknown');
+
+  return path.join(IMAGES_BASE_PATH, 'products', state, store, brand, product);
+}
+
+/**
+ * Download and store a product image with proper hierarchy
  *
  * @param imageUrl - The third-party image URL to download
- * @param dispensaryId - The dispensary ID (for directory organization)
- * @param productId - The product ID or external ID (for filename)
+ * @param ctx - Product context (state, store, brand, product)
+ * @param options - Download options
  * @returns Download result with local URLs
  */
 export async function downloadProductImage(
   imageUrl: string,
-  dispensaryId: number,
-  productId: string | number
+  ctx: ProductImageContext,
+  options: { skipIfExists?: boolean } = {}
 ): Promise<DownloadResult> {
+  const { skipIfExists = true } = options;
+
   try {
     if (!imageUrl) {
       return { success: false, error: 'No image URL provided' };
     }
 
+    const outputDir = buildProductImagePath(ctx);
+    const urlHash = hashUrl(imageUrl);
+    const baseFilename = `image-${urlHash}`;
+
+    // Check if image already exists
+    if (skipIfExists) {
+      const existingPath = path.join(outputDir, `${baseFilename}.webp`);
+      try {
+        await fs.access(existingPath);
+        // Image exists, return existing URL
+        const url = pathToUrl(existingPath);
+        return {
+          success: true,
+          skipped: true,
+          urls: {
+            original: url,
+            full: url,
+            medium: url,
+            thumb: url,
+          },
+          localPaths: {
+            original: existingPath,
+            full: existingPath,
+            medium: existingPath,
+            thumb: existingPath,
+          },
+        };
+      } catch {
+        // Image doesn't exist, continue to download
+      }
+    }
+
     // Download the image
     const buffer = await downloadImage(imageUrl);
 
-    // Organize by dispensary ID
-    const outputDir = path.join(IMAGES_BASE_PATH, 'products', String(dispensaryId));
-
-    // Use product ID + URL hash for uniqueness
-    const urlHash = hashUrl(imageUrl);
-    const baseFilename = `${productId}-${urlHash}`;
-
-    // Process and save
+    // Process and save (original only)
     const result = await processAndSaveImage(buffer, outputDir, baseFilename);
+    const url = pathToUrl(result.original);
 
     return {
       success: true,
       urls: {
-        full: pathToUrl(result.full),
-        medium: pathToUrl(result.medium),
-        thumb: pathToUrl(result.thumb),
+        original: url,
+        full: url,
+        medium: url,
+        thumb: url,
+      },
+      localPaths: {
+        original: result.original,
+        full: result.original,
+        medium: result.original,
+        thumb: result.original,
       },
       bytesDownloaded: result.totalBytes,
     };
@@ -188,33 +251,70 @@ export async function downloadProductImage(
 }
 
 /**
- * Download and store a brand logo locally
+ * Legacy function - backwards compatible with old signature
+ * Maps to new hierarchy using dispensary_id as store identifier
+ */
+export async function downloadProductImageLegacy(
+  imageUrl: string,
+  dispensaryId: number,
+  productId: string | number
+): Promise<DownloadResult> {
+  return downloadProductImage(imageUrl, {
+    stateCode: 'unknown',
+    storeSlug: `store-${dispensaryId}`,
+    brandSlug: 'unknown',
+    productId: String(productId),
+    dispensaryId,
+  });
+}
+
+/**
+ * Download and store a brand logo
  *
  * @param logoUrl - The brand logo URL
- * @param brandId - The brand ID or slug
+ * @param brandSlug - The brand slug/ID
  * @returns Download result with local URL
  */
 export async function downloadBrandLogo(
   logoUrl: string,
-  brandId: string
+  brandSlug: string,
+  options: { skipIfExists?: boolean } = {}
 ): Promise<DownloadResult> {
+  const { skipIfExists = true } = options;
+
   try {
     if (!logoUrl) {
       return { success: false, error: 'No logo URL provided' };
     }
 
+    const safeBrandSlug = slugify(brandSlug);
+    const outputDir = path.join(IMAGES_BASE_PATH, 'brands', safeBrandSlug);
+    const urlHash = hashUrl(logoUrl);
+    const baseFilename = `logo-${urlHash}`;
+
+    // Check if logo already exists
+    if (skipIfExists) {
+      const existingPath = path.join(outputDir, `${baseFilename}.webp`);
+      try {
+        await fs.access(existingPath);
+        return {
+          success: true,
+          skipped: true,
+          urls: {
+            full: pathToUrl(existingPath),
+            medium: pathToUrl(existingPath),
+            thumb: pathToUrl(existingPath),
+          },
+        };
+      } catch {
+        // Logo doesn't exist, continue
+      }
+    }
+
     // Download the image
     const buffer = await downloadImage(logoUrl);
 
-    // Brand logos go in /images/brands/
-    const outputDir = path.join(IMAGES_BASE_PATH, 'brands');
-
-    // Sanitize brand ID for filename
-    const safeBrandId = brandId.replace(/[^a-zA-Z0-9-_]/g, '_');
-    const urlHash = hashUrl(logoUrl);
-    const baseFilename = `${safeBrandId}-${urlHash}`;
-
-    // Process and save (single size for logos)
+    // Brand logos in their own directory
     await ensureDir(outputDir);
     const logoPath = path.join(outputDir, `${baseFilename}.webp`);
 
@@ -243,20 +343,16 @@ export async function downloadBrandLogo(
 }
 
 /**
- * Check if a local image already exists
+ * Check if a product image already exists
  */
-export async function imageExists(
-  dispensaryId: number,
-  productId: string | number,
+export async function productImageExists(
+  ctx: ProductImageContext,
   imageUrl: string
 ): Promise<boolean> {
+  const outputDir = buildProductImagePath(ctx);
   const urlHash = hashUrl(imageUrl);
-  const imagePath = path.join(
-    IMAGES_BASE_PATH,
-    'products',
-    String(dispensaryId),
-    `${productId}-${urlHash}.webp`
-  );
+  const imagePath = path.join(outputDir, `image-${urlHash}.webp`);
+
   try {
     await fs.access(imagePath);
     return true;
@@ -266,24 +362,27 @@ export async function imageExists(
 }
 
 /**
- * Delete a product's local images
+ * Get the local image URL for a product (if exists)
  */
-export async function deleteProductImages(
-  dispensaryId: number,
-  productId: string | number,
-  imageUrl?: string
-): Promise<void> {
-  const productDir = path.join(IMAGES_BASE_PATH, 'products', String(dispensaryId));
-  const prefix = imageUrl
-    ? `${productId}-${hashUrl(imageUrl)}`
-    : String(productId);
+export async function getProductImageUrl(
+  ctx: ProductImageContext,
+  imageUrl: string
+): Promise<LocalImageSizes | null> {
+  const outputDir = buildProductImagePath(ctx);
+  const urlHash = hashUrl(imageUrl);
+  const imagePath = path.join(outputDir, `image-${urlHash}.webp`);
 
   try {
-    const files = await fs.readdir(productDir);
-    const toDelete = files.filter(f => f.startsWith(prefix));
-    await Promise.all(toDelete.map(f => fs.unlink(path.join(productDir, f))));
+    await fs.access(imagePath);
+    const url = pathToUrl(imagePath);
+    return {
+      original: url,
+      full: url,
+      medium: url,
+      thumb: url,
+    };
   } catch {
-    // Directory might not exist, that's fine
+    return null;
   }
 }
 
@@ -296,19 +395,17 @@ export function isImageStorageReady(): boolean {
 
 /**
  * Initialize the image storage directories
- * Does NOT throw on failure - logs warning and continues
  */
 export async function initializeImageStorage(): Promise<void> {
   try {
     await ensureDir(path.join(IMAGES_BASE_PATH, 'products'));
     await ensureDir(path.join(IMAGES_BASE_PATH, 'brands'));
-    console.log(`✅ Image storage initialized at ${IMAGES_BASE_PATH}`);
+    console.log(`[ImageStorage] Initialized at ${IMAGES_BASE_PATH}`);
     imageStorageReady = true;
   } catch (error: any) {
-    console.warn(`⚠️  WARNING: Could not initialize image storage at ${IMAGES_BASE_PATH}: ${error.message}`);
-    console.warn('   Image upload/processing is disabled. Server will continue without image features.');
+    console.warn(`[ImageStorage] WARNING: Could not initialize at ${IMAGES_BASE_PATH}: ${error.message}`);
+    console.warn('   Image features disabled. Server will continue without image downloads.');
     imageStorageReady = false;
-    // Do NOT throw - server should still start
   }
 }
 
@@ -316,34 +413,43 @@ export async function initializeImageStorage(): Promise<void> {
  * Get storage stats
  */
 export async function getStorageStats(): Promise<{
-  productsDir: string;
-  brandsDir: string;
+  basePath: string;
   productCount: number;
   brandCount: number;
+  totalSizeBytes: number;
 }> {
-  const productsDir = path.join(IMAGES_BASE_PATH, 'products');
-  const brandsDir = path.join(IMAGES_BASE_PATH, 'brands');
-
   let productCount = 0;
   let brandCount = 0;
+  let totalSizeBytes = 0;
 
-  try {
-    const productDirs = await fs.readdir(productsDir);
-    for (const dir of productDirs) {
-      const files = await fs.readdir(path.join(productsDir, dir));
-      productCount += files.filter(f => f.endsWith('.webp') && !f.includes('-')).length;
-    }
-  } catch { /* ignore */ }
+  async function countDir(dirPath: string): Promise<{ count: number; size: number }> {
+    let count = 0;
+    let size = 0;
+    try {
+      const entries = await fs.readdir(dirPath, { withFileTypes: true });
+      for (const entry of entries) {
+        const fullPath = path.join(dirPath, entry.name);
+        if (entry.isDirectory()) {
+          const sub = await countDir(fullPath);
+          count += sub.count;
+          size += sub.size;
+        } else if (entry.name.endsWith('.webp') && !entry.name.includes('-')) {
+          count++;
+          const stat = await fs.stat(fullPath);
+          size += stat.size;
+        }
+      }
+    } catch { /* ignore */ }
+    return { count, size };
+  }
 
-  try {
-    const brandFiles = await fs.readdir(brandsDir);
-    brandCount = brandFiles.filter(f => f.endsWith('.webp')).length;
-  } catch { /* ignore */ }
+  const products = await countDir(path.join(IMAGES_BASE_PATH, 'products'));
+  const brands = await countDir(path.join(IMAGES_BASE_PATH, 'brands'));
 
   return {
-    productsDir,
-    brandsDir,
-    productCount,
-    brandCount,
+    basePath: IMAGES_BASE_PATH,
+    productCount: products.count,
+    brandCount: brands.count,
+    totalSizeBytes: products.size + brands.size,
   };
 }
diff --git a/cannaiq/src/lib/api.ts b/cannaiq/src/lib/api.ts
index 8082ae51..ec3e8a02 100755
--- a/cannaiq/src/lib/api.ts
+++ b/cannaiq/src/lib/api.ts
@@ -113,8 +113,16 @@ class ApiClient {
     });
   }
 
-  async getDispensaries() {
-    return this.request<{ dispensaries: any[] }>('/api/dispensaries');
+  async getDispensaries(params?: { limit?: number; offset?: number; search?: string; city?: string; state?: string; crawl_enabled?: string }) {
+    const searchParams = new URLSearchParams();
+    if (params?.limit) searchParams.append('limit', params.limit.toString());
+    if (params?.offset) searchParams.append('offset', params.offset.toString());
+    if (params?.search) searchParams.append('search', params.search);
+    if (params?.city) searchParams.append('city', params.city);
+    if (params?.state) searchParams.append('state', params.state);
+    if (params?.crawl_enabled) searchParams.append('crawl_enabled', params.crawl_enabled);
+    const queryString = searchParams.toString() ? `?${searchParams.toString()}` : '';
+    return this.request<{ dispensaries: any[]; total: number; limit: number; offset: number; hasMore: boolean }>(`/api/dispensaries${queryString}`);
   }
 
   async getDispensary(slug: string) {
diff --git a/cannaiq/src/lib/images.ts b/cannaiq/src/lib/images.ts
new file mode 100644
index 00000000..b22651d1
--- /dev/null
+++ b/cannaiq/src/lib/images.ts
@@ -0,0 +1,119 @@
+/**
+ * Image URL utilities for on-demand resizing
+ *
+ * Uses the backend's /img proxy endpoint for local images.
+ * Falls back to original URL for remote images.
+ */
+
+const API_BASE = import.meta.env.VITE_API_URL || '';
+
+interface ImageOptions {
+  width?: number;
+  height?: number;
+  quality?: number;
+  fit?: 'cover' | 'contain' | 'fill' | 'inside' | 'outside';
+}
+
+/**
+ * Check if URL is a local image path
+ */
+function isLocalImage(url: string): boolean {
+  return url.startsWith('/images/') || url.startsWith('/img/');
+}
+
+/**
+ * Build an image URL with optional resize parameters
+ *
+ * @param imageUrl - Original image URL (local or remote)
+ * @param options - Resize options
+ * @returns Optimized image URL
+ *
+ * @example
+ * // Thumbnail (50px)
+ * getImageUrl(product.image_url, { width: 50 })
+ *
+ * // Card image (200px)
+ * getImageUrl(product.image_url, { width: 200 })
+ *
+ * // Detail view (600px)
+ * getImageUrl(product.image_url, { width: 600 })
+ *
+ * // Square crop
+ * getImageUrl(product.image_url, { width: 200, height: 200, fit: 'cover' })
+ */
+export function getImageUrl(
+  imageUrl: string | null | undefined,
+  options: ImageOptions = {}
+): string | null {
+  if (!imageUrl) return null;
+
+  // For remote images (AWS, Dutchie CDN, etc.), return as-is
+  // These can't be resized by our proxy
+  if (imageUrl.startsWith('http://') || imageUrl.startsWith('https://')) {
+    return imageUrl;
+  }
+
+  // For local images, use the /img proxy with resize params
+  if (isLocalImage(imageUrl)) {
+    // Convert /images/ path to /img/ proxy path
+    let proxyPath = imageUrl;
+    if (imageUrl.startsWith('/images/')) {
+      proxyPath = imageUrl.replace('/images/', '/img/');
+    }
+
+    // Build query params
+    const params = new URLSearchParams();
+    if (options.width) params.set('w', String(options.width));
+    if (options.height) params.set('h', String(options.height));
+    if (options.quality) params.set('q', String(options.quality));
+    if (options.fit) params.set('fit', options.fit);
+
+    const queryString = params.toString();
+    const url = queryString ? `${proxyPath}?${queryString}` : proxyPath;
+
+    // Prepend API base if needed
+    return API_BASE ? `${API_BASE}${url}` : url;
+  }
+
+  // Unknown format, return as-is
+  return imageUrl;
+}
+
+/**
+ * Preset sizes for common use cases
+ */
+export const ImageSizes = {
+  /** Tiny thumbnail for lists (50px) */
+  thumb: { width: 50 },
+  /** Small card (100px) */
+  small: { width: 100 },
+  /** Medium card (200px) */
+  medium: { width: 200 },
+  /** Large card (400px) */
+  large: { width: 400 },
+  /** Detail view (600px) */
+  detail: { width: 600 },
+  /** Full size (no resize) */
+  full: {},
+} as const;
+
+/**
+ * Convenience function for thumbnail
+ */
+export function getThumbUrl(imageUrl: string | null | undefined): string | null {
+  return getImageUrl(imageUrl, ImageSizes.thumb);
+}
+
+/**
+ * Convenience function for card images
+ */
+export function getCardUrl(imageUrl: string | null | undefined): string | null {
+  return getImageUrl(imageUrl, ImageSizes.medium);
+}
+
+/**
+ * Convenience function for detail images
+ */
+export function getDetailUrl(imageUrl: string | null | undefined): string | null {
+  return getImageUrl(imageUrl, ImageSizes.detail);
+}
diff --git a/cannaiq/src/pages/Dispensaries.tsx b/cannaiq/src/pages/Dispensaries.tsx
index 47be67ff..d2fef3d7 100644
--- a/cannaiq/src/pages/Dispensaries.tsx
+++ b/cannaiq/src/pages/Dispensaries.tsx
@@ -1,33 +1,71 @@
-import React, { useEffect, useState } from 'react';
+import React, { useEffect, useState, useCallback } from 'react';
 import { useNavigate } from 'react-router-dom';
 import { Layout } from '../components/Layout';
 import { api } from '../lib/api';
-import { Building2, Phone, Mail, MapPin, ExternalLink, Search, Eye, Pencil, X, Save } from 'lucide-react';
+import { Building2, Phone, Mail, MapPin, ExternalLink, Search, Eye, Pencil, X, Save, ChevronLeft, ChevronRight } from 'lucide-react';
+
+const PAGE_SIZE = 50;
 
 export function Dispensaries() {
   const navigate = useNavigate();
   const [dispensaries, setDispensaries] = useState<any[]>([]);
   const [loading, setLoading] = useState(true);
   const [searchTerm, setSearchTerm] = useState('');
-  const [filterCity, setFilterCity] = useState('');
+  const [debouncedSearch, setDebouncedSearch] = useState('');
+  const [filterState, setFilterState] = useState('');
   const [editingDispensary, setEditingDispensary] = useState<any | null>(null);
   const [editForm, setEditForm] = useState<any>({});
+  const [total, setTotal] = useState(0);
+  const [offset, setOffset] = useState(0);
+  const [hasMore, setHasMore] = useState(false);
+  const [states, setStates] = useState<string[]>([]);
 
+  // Debounce search
   useEffect(() => {
-    loadDispensaries();
+    const timer = setTimeout(() => {
+      setDebouncedSearch(searchTerm);
+      setOffset(0); // Reset to first page on search
+    }, 300);
+    return () => clearTimeout(timer);
+  }, [searchTerm]);
+
+  // Load states once for filter dropdown
+  useEffect(() => {
+    const loadStates = async () => {
+      try {
+        const data = await api.getDispensaries({ limit: 500, crawl_enabled: 'all' });
+        const uniqueStates = Array.from(new Set(data.dispensaries.map((d: any) => d.state).filter(Boolean))).sort() as string[];
+        setStates(uniqueStates);
+      } catch (error) {
+        console.error('Failed to load states:', error);
+      }
+    };
+    loadStates();
   }, []);
 
-  const loadDispensaries = async () => {
+  const loadDispensaries = useCallback(async () => {
     setLoading(true);
     try {
-      const data = await api.getDispensaries();
+      const data = await api.getDispensaries({
+        limit: PAGE_SIZE,
+        offset,
+        search: debouncedSearch || undefined,
+        state: filterState || undefined,
+        crawl_enabled: 'all'
+      });
       setDispensaries(data.dispensaries);
+      setTotal(data.total);
+      setHasMore(data.hasMore);
     } catch (error) {
       console.error('Failed to load dispensaries:', error);
     } finally {
       setLoading(false);
     }
-  };
+  }, [offset, debouncedSearch, filterState]);
+
+  useEffect(() => {
+    loadDispensaries();
+  }, [loadDispensaries]);
 
   const handleEdit = (dispensary: any) => {
     setEditingDispensary(dispensary);
@@ -59,17 +97,18 @@ export function Dispensaries() {
     setEditForm({});
   };
 
-  const filteredDispensaries = dispensaries.filter(disp => {
-    const searchLower = searchTerm.toLowerCase();
-    const matchesSearch = !searchTerm ||
-      disp.name.toLowerCase().includes(searchLower) ||
-      (disp.company_name && disp.company_name.toLowerCase().includes(searchLower)) ||
-      (disp.dba_name && disp.dba_name.toLowerCase().includes(searchLower));
-    const matchesCity = !filterCity || disp.city === filterCity;
-    return matchesSearch && matchesCity;
-  });
+  const currentPage = Math.floor(offset / PAGE_SIZE) + 1;
+  const totalPages = Math.ceil(total / PAGE_SIZE);
 
-  const cities = Array.from(new Set(dispensaries.map(d => d.city).filter(Boolean))).sort();
+  const goToPage = (page: number) => {
+    const newOffset = (page - 1) * PAGE_SIZE;
+    setOffset(newOffset);
+  };
+
+  const handleStateFilter = (state: string) => {
+    setFilterState(state);
+    setOffset(0); // Reset to first page
+  };
 
   return (
     <Layout>
@@ -78,7 +117,7 @@ export function Dispensaries() {
         <div>
           <h1 className="text-2xl font-bold text-gray-900">Dispensaries</h1>
           <p className="text-sm text-gray-600 mt-1">
-            AZDHS official dispensary directory ({dispensaries.length} total)
+            USA and Canada Dispensary Directory ({total} total)
           </p>
         </div>
 
@@ -102,16 +141,16 @@ export function Dispensaries() {
             </div>
             <div>
               <label className="block text-sm font-medium text-gray-700 mb-2">
-                Filter by City
+                Filter by State
               </label>
               <select
-                value={filterCity}
-                onChange={(e) => setFilterCity(e.target.value)}
+                value={filterState}
+                onChange={(e) => handleStateFilter(e.target.value)}
                 className="w-full px-3 py-2 border border-gray-300 rounded-lg focus:ring-2 focus:ring-blue-500 focus:border-blue-500"
               >
-                <option value="">All Cities</option>
-                {cities.map(city => (
-                  <option key={city} value={city}>{city}</option>
+                <option value="">All States</option>
+                {states.map(state => (
+                  <option key={state} value={state}>{state}</option>
                 ))}
               </select>
             </div>
@@ -133,9 +172,6 @@ export function Dispensaries() {
                     <th className="px-4 py-3 text-left text-xs font-medium text-gray-700 uppercase tracking-wider">
                       Name
                     </th>
-                    <th className="px-4 py-3 text-left text-xs font-medium text-gray-700 uppercase tracking-wider">
-                      Company
-                    </th>
                     <th className="px-4 py-3 text-left text-xs font-medium text-gray-700 uppercase tracking-wider">
                       Address
                     </th>
@@ -157,14 +193,14 @@ export function Dispensaries() {
                   </tr>
                 </thead>
                 <tbody className="divide-y divide-gray-200">
-                  {filteredDispensaries.length === 0 ? (
+                  {dispensaries.length === 0 ? (
                     <tr>
-                      <td colSpan={8} className="px-4 py-8 text-center text-sm text-gray-500">
+                      <td colSpan={7} className="px-4 py-8 text-center text-sm text-gray-500">
                         No dispensaries found
                       </td>
                     </tr>
                   ) : (
-                    filteredDispensaries.map((disp) => (
+                    dispensaries.map((disp) => (
                       <tr key={disp.id} className="hover:bg-gray-50">
                         <td className="px-4 py-3">
                           <div className="flex items-center gap-2">
@@ -181,13 +217,10 @@ export function Dispensaries() {
                             </div>
                           </div>
                         </td>
-                        <td className="px-4 py-3">
-                          <span className="text-sm text-gray-600">{disp.company_name || '-'}</span>
-                        </td>
                         <td className="px-4 py-3">
                           <div className="flex items-start gap-1">
                             <MapPin className="w-3 h-3 text-gray-400 flex-shrink-0 mt-0.5" />
-                            <span className="text-sm text-gray-600">{disp.address || '-'}</span>
+                            <span className="text-sm text-gray-600">{disp.address1 || '-'}</span>
                           </div>
                         </td>
                         <td className="px-4 py-3">
@@ -266,10 +299,33 @@ export function Dispensaries() {
               </table>
             </div>
 
-            {/* Footer */}
+            {/* Footer with Pagination */}
             <div className="bg-gray-50 px-4 py-3 border-t border-gray-200">
-              <div className="text-sm text-gray-600">
-                Showing {filteredDispensaries.length} of {dispensaries.length} dispensaries
+              <div className="flex items-center justify-between">
+                <div className="text-sm text-gray-600">
+                  Showing {offset + 1}-{Math.min(offset + dispensaries.length, total)} of {total} dispensaries
+                </div>
+                <div className="flex items-center gap-2">
+                  <button
+                    onClick={() => goToPage(currentPage - 1)}
+                    disabled={currentPage === 1}
+                    className="inline-flex items-center gap-1 px-3 py-1.5 text-sm font-medium text-gray-700 bg-white border border-gray-300 rounded-lg hover:bg-gray-50 disabled:opacity-50 disabled:cursor-not-allowed"
+                  >
+                    <ChevronLeft className="w-4 h-4" />
+                    Prev
+                  </button>
+                  <span className="text-sm text-gray-600">
+                    Page {currentPage} of {totalPages}
+                  </span>
+                  <button
+                    onClick={() => goToPage(currentPage + 1)}
+                    disabled={!hasMore}
+                    className="inline-flex items-center gap-1 px-3 py-1.5 text-sm font-medium text-gray-700 bg-white border border-gray-300 rounded-lg hover:bg-gray-50 disabled:opacity-50 disabled:cursor-not-allowed"
+                  >
+                    Next
+                    <ChevronRight className="w-4 h-4" />
+                  </button>
+                </div>
               </div>
             </div>
           </div>
diff --git a/cannaiq/src/pages/DispensaryDetail.tsx b/cannaiq/src/pages/DispensaryDetail.tsx
index d5c7a2b8..3464a3a4 100644
--- a/cannaiq/src/pages/DispensaryDetail.tsx
+++ b/cannaiq/src/pages/DispensaryDetail.tsx
@@ -2,6 +2,7 @@ import { useEffect, useState } from 'react';
 import { useParams, useNavigate, Link } from 'react-router-dom';
 import { Layout } from '../components/Layout';
 import { api } from '../lib/api';
+import { getImageUrl, ImageSizes } from '../lib/images';
 import {
   Building2,
   Phone,
@@ -497,7 +498,7 @@ export function DispensaryDetail() {
                             <td className="whitespace-nowrap">
                               {product.image_url ? (
                                 <img
-                                  src={product.image_url}
+                                  src={getImageUrl(product.image_url, ImageSizes.thumb) || product.image_url}
                                   alt={product.name}
                                   className="w-12 h-12 object-cover rounded"
                                   onError={(e) => e.currentTarget.style.display = 'none'}
@@ -686,7 +687,7 @@ export function DispensaryDetail() {
                         <div className="flex items-start gap-3">
                           {special.image_url && (
                             <img
-                              src={special.image_url}
+                              src={getImageUrl(special.image_url, ImageSizes.small) || special.image_url}
                               alt={special.name}
                               className="w-16 h-16 object-cover rounded"
                               onError={(e) => e.currentTarget.style.display = 'none'}
diff --git a/cannaiq/src/pages/OrchestratorProducts.tsx b/cannaiq/src/pages/OrchestratorProducts.tsx
index a9f6c136..774dacd5 100644
--- a/cannaiq/src/pages/OrchestratorProducts.tsx
+++ b/cannaiq/src/pages/OrchestratorProducts.tsx
@@ -3,6 +3,7 @@ import { Layout } from '../components/Layout';
 import { Package, ArrowLeft, TrendingUp, TrendingDown, DollarSign, Search, Filter, ChevronDown, X, LineChart } from 'lucide-react';
 import { useNavigate, useSearchParams } from 'react-router-dom';
 import { api } from '../lib/api';
+import { getImageUrl, ImageSizes } from '../lib/images';
 
 interface Product {
   id: number;
@@ -324,7 +325,7 @@ export function OrchestratorProducts() {
                           <div className="flex items-center gap-3">
                             {product.image_url ? (
                               <img
-                                src={product.image_url}
+                                src={getImageUrl(product.image_url, ImageSizes.thumb) || product.image_url}
                                 alt={product.name}
                                 className="w-10 h-10 rounded object-cover"
                               />
@@ -395,7 +396,7 @@ export function OrchestratorProducts() {
                 <div className="flex items-center gap-4">
                   {selectedProduct.image_url ? (
                     <img
-                      src={selectedProduct.image_url}
+                      src={getImageUrl(selectedProduct.image_url, ImageSizes.small) || selectedProduct.image_url}
                       alt={selectedProduct.name}
                       className="w-16 h-16 rounded object-cover"
                     />
diff --git a/cannaiq/src/pages/PriceCompare.tsx b/cannaiq/src/pages/PriceCompare.tsx
index aeb5e440..b181e8f1 100644
--- a/cannaiq/src/pages/PriceCompare.tsx
+++ b/cannaiq/src/pages/PriceCompare.tsx
@@ -3,6 +3,7 @@ import { Layout } from '../components/Layout';
 import { Scale, Search, Package, Store, Trophy, TrendingDown, TrendingUp, MapPin } from 'lucide-react';
 import { useNavigate, useSearchParams } from 'react-router-dom';
 import { api } from '../lib/api';
+import { getImageUrl, ImageSizes } from '../lib/images';
 
 interface CompareResult {
   product_id: number;
@@ -311,7 +312,7 @@ export function PriceCompare() {
                                 <div className="flex items-center gap-3">
                                   {item.image_url ? (
                                     <img
-                                      src={item.image_url}
+                                      src={getImageUrl(item.image_url, ImageSizes.thumb) || item.image_url}
                                       alt={item.product_name}
                                       className="w-10 h-10 rounded object-cover"
                                     />
diff --git a/cannaiq/src/pages/ProductDetail.tsx b/cannaiq/src/pages/ProductDetail.tsx
index 7d74d818..22ce8c65 100644
--- a/cannaiq/src/pages/ProductDetail.tsx
+++ b/cannaiq/src/pages/ProductDetail.tsx
@@ -2,6 +2,7 @@ import { useEffect, useState } from 'react';
 import { useParams, useNavigate } from 'react-router-dom';
 import { Layout } from '../components/Layout';
 import { api } from '../lib/api';
+import { getImageUrl, ImageSizes } from '../lib/images';
 import { ArrowLeft, ExternalLink, Package, Code, Copy, CheckCircle, FileJson, TrendingUp, TrendingDown, Minus, BarChart3 } from 'lucide-react';
 
 export function ProductDetail() {
@@ -114,14 +115,9 @@ export function ProductDetail() {
 
   const metadata = product.metadata || {};
 
-  const getImageUrl = () => {
-    if (product.image_url_full) return product.image_url_full;
-    if (product.medium_path) return `/api/images/dutchie/${product.medium_path}`;
-    if (product.thumbnail_path) return `/api/images/dutchie/${product.thumbnail_path}`;
-    return null;
-  };
-
-  const imageUrl = getImageUrl();
+  // Use the centralized image URL helper for on-demand resizing
+  const productImageUrl = product.image_url_full || product.image_url || product.medium_path || product.thumbnail_path;
+  const imageUrl = getImageUrl(productImageUrl, ImageSizes.detail);
 
   return (
     <Layout>
diff --git a/cannaiq/src/pages/Products.tsx b/cannaiq/src/pages/Products.tsx
index f1089e4a..90359727 100755
--- a/cannaiq/src/pages/Products.tsx
+++ b/cannaiq/src/pages/Products.tsx
@@ -2,6 +2,7 @@ import { useEffect, useState } from 'react';
 import { useSearchParams, useNavigate } from 'react-router-dom';
 import { Layout } from '../components/Layout';
 import { api } from '../lib/api';
+import { getImageUrl, ImageSizes } from '../lib/images';
 
 export function Products() {
   const [searchParams, setSearchParams] = useSearchParams();
@@ -417,9 +418,9 @@ function ProductCard({ product, onViewDetails }: { product: any; onViewDetails:
     onMouseEnter={(e) => e.currentTarget.style.transform = 'translateY(-4px)'}
     onMouseLeave={(e) => e.currentTarget.style.transform = 'translateY(0)'}
     >
-      {product.image_url_full ? (
+      {(product.image_url_full || product.image_url) ? (
         <img
-          src={product.image_url_full}
+          src={getImageUrl(product.image_url_full || product.image_url, ImageSizes.medium) || product.image_url_full || product.image_url}
           alt={product.name}
           style={{
             width: '100%',
diff --git a/cannaiq/src/pages/Specials.tsx b/cannaiq/src/pages/Specials.tsx
index ca72bf10..044e37c8 100644
--- a/cannaiq/src/pages/Specials.tsx
+++ b/cannaiq/src/pages/Specials.tsx
@@ -3,6 +3,7 @@ import { Layout } from '../components/Layout';
 import { Tag, Package, Store, Percent, Search, Filter, ArrowUpDown, ExternalLink } from 'lucide-react';
 import { useNavigate, useSearchParams } from 'react-router-dom';
 import { api } from '../lib/api';
+import { getImageUrl, ImageSizes } from '../lib/images';
 
 interface Special {
   variant_id: number;
@@ -284,7 +285,7 @@ export function Specials() {
                     <div className="relative">
                       {special.image_url ? (
                         <img
-                          src={special.image_url}
+                          src={getImageUrl(special.image_url, ImageSizes.medium) || special.image_url}
                           alt={special.product_name}
                           className="w-full h-32 object-cover"
                         />
diff --git a/cannaiq/src/pages/StoreDetail.tsx b/cannaiq/src/pages/StoreDetail.tsx
index d1734dd1..99ce9628 100644
--- a/cannaiq/src/pages/StoreDetail.tsx
+++ b/cannaiq/src/pages/StoreDetail.tsx
@@ -2,6 +2,7 @@ import { useEffect, useState } from 'react';
 import { useParams, useNavigate } from 'react-router-dom';
 import { Layout } from '../components/Layout';
 import { api } from '../lib/api';
+import { getImageUrl as getResizedImageUrl, ImageSizes } from '../lib/images';
 import {
   Package, Tag, Zap, Clock, ExternalLink, CheckCircle, XCircle,
   AlertCircle, Building, MapPin, RefreshCw, Calendar, Activity
@@ -101,9 +102,10 @@ export function StoreDetail() {
   };
 
   const getImageUrl = (product: any) => {
-    if (product.image_url_full) return product.image_url_full;
-    if (product.medium_path) return `/api/images/dutchie/${product.medium_path}`;
-    if (product.thumbnail_path) return `/api/images/dutchie/${product.thumbnail_path}`;
+    const rawUrl = product.image_url_full || product.image_url || product.medium_path || product.thumbnail_path;
+    if (rawUrl) {
+      return getResizedImageUrl(rawUrl, ImageSizes.medium) || rawUrl;
+    }
     return 'https://via.placeholder.com/300x300?text=No+Image';
   };
 
diff --git a/cannaiq/src/pages/StoreDetailPage.tsx b/cannaiq/src/pages/StoreDetailPage.tsx
index 15d49777..8d968e12 100644
--- a/cannaiq/src/pages/StoreDetailPage.tsx
+++ b/cannaiq/src/pages/StoreDetailPage.tsx
@@ -3,6 +3,7 @@ import { useParams, useNavigate } from 'react-router-dom';
 import { Layout } from '../components/Layout';
 import { api } from '../lib/api';
 import { trackProductView } from '../lib/analytics';
+import { getImageUrl, ImageSizes } from '../lib/images';
 import {
   Building2,
   Phone,
@@ -470,7 +471,7 @@ export function StoreDetailPage() {
                               <td className="whitespace-nowrap">
                                 {product.image_url ? (
                                   <img
-                                    src={product.image_url}
+                                    src={getImageUrl(product.image_url, ImageSizes.thumb) || product.image_url}
                                     alt={product.name}
                                     className="w-12 h-12 object-cover rounded"
                                     onError={(e) => e.currentTarget.style.display = 'none'}