diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
new file mode 100644
index 0000000..6c5c796
--- /dev/null
+++ b/.github/workflows/deploy.yml
@@ -0,0 +1,70 @@
+name: Django CI/CD
+
+on:
+  workflow_dispatch:
+  push:
+    branches: ["main", "main-test"]
+  pull_request:
+    branches: ["main"]
+
+concurrency:
+  group: deploy-${{ github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  test:
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: ["3.12"]
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: ${{ matrix.python-version }}
+          cache: "pip"
+
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install -r requirements.txt
+
+      - name: Run tests
+        run: |
+          python manage.py test
+
+  deploy:
+    runs-on: ubuntu-latest
+    needs: test
+    if: (github.event_name == 'push' && (github.ref == 'refs/heads/main' || github.ref == 'refs/heads/main-test')) || github.event_name == 'workflow_dispatch'
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Deploy to server
+        uses: appleboy/ssh-action@v1.0.3
+        with:
+          host: ${{ secrets.HOST }}
+          username: ubuntu
+          key: ${{ secrets.KEY }}
+          script: |
+            set -e
+            BRANCH="${{ github.ref_name }}"
+            echo "Deploying branch: $BRANCH"
+
+            sudo chown -R ubuntu:ubuntu /home/ubuntu/Moodico
+            sudo git config --system --add safe.directory /home/ubuntu/Moodico
+
+            cd /home/ubuntu/Moodico
+            git fetch origin "$BRANCH"
+            git reset --hard "origin/$BRANCH"
+
+            source venv/bin/activate
+            pip install --upgrade pip
+            pip install -r requirements.txt
+            python manage.py migrate --noinput
+            python manage.py collectstatic --noinput
+
+            sudo systemctl restart gunicorn
+            sudo systemctl reload nginx
diff --git a/clustering/generate_clusters.py b/clustering/generate_clusters.py
deleted file mode 100644
index 77c81ac..0000000
--- a/clustering/generate_clusters.py
+++ /dev/null
@@ -1,119 +0,0 @@
-import json
-import numpy as np
-from sklearn.cluster import KMeans
-from sklearn.metrics import silhouette_score
-
-# 클러스터링을 위한 함수들
-def hex_to_rgb(hex):
-    hex = hex.lstrip('#')
-    if len(hex) == 3:
-        hex = ''.join([c*2 for c in hex])
-    r = int(hex[:2], 16)
-    g = int(hex[2:4], 16)
-    b = int(hex[4:], 16)
-    return r, g, b
-
-def rgb_to_hsl(r, g, b):
-    r, g, b = r/255, g/255, b/255
-    maxc, minc = max(r, g, b), min(r, g, b)
-    l = (maxc + minc) / 2
-    if maxc == minc:
-        h = s = 0
-    else:
-        d = maxc - minc
-        s = d / (2 - maxc - minc) if l > 0.5 else d / (maxc + minc)
-        if maxc == r:
-            h = (g - b) / d + (6 if g < b else 0)
-        elif maxc == g:
-            h = (b - r) / d + 2
-        else:
-            h = (r - g) / d + 4
-        h /= 6
-    return h * 360, s, l
-
-def calculate_coordinates(h, s, l):
-    if h >= 330 or h < 60:
-        if h >= 330:
-            h -= 360
-        warm_cool_score = (h + 30) / 90
-    elif 60 <= h < 180:
-        warm_cool_score = 1 - ((h - 60) / 120)
-    elif 180 <= h < 300:
-        warm_cool_score = -((h - 180) / 120)
-    else:
-        warm_cool_score = -1 + ((h - 300) / 30)
-
-    if s < 0.05:
-        warm_cool_score = 0
-    else:
-        warm_cool_score *= s**0.8
-
-    if l < 0.1 or l > 0.9:
-        warm_cool_score *= (1 - ((abs(0.5 - l) * 2)**2))
-
-    final_warm = (warm_cool_score + 1) * 50
-    final_warm = max(0, min(100, final_warm))
-    final_deep = (1 - l) * 100
-
-    return round(final_warm, 2), round(final_deep, 2)
-
-# 데이터 로드
-# with open("static/data/all_products.json", "r", encoding="utf-8") as f:
-#     products = json.load(f)
-with open("../static/data/all_products_hex_update_tempk=4_2_1_1.json", "r", encoding="utf-8") as f:
-    products = json.load(f)
-
-coordinates = []
-valid_products = []
-
-for p in products:
-    hex_color = p.get("hex")
-    if hex_color:
-        try:
-            r, g, b = hex_to_rgb(hex_color)
-            h, s, l = rgb_to_hsl(r, g, b)
-            warm, deep = calculate_coordinates(h, s, l)
-            lab_l = p.get("lab_l", 0)
-            lab_a = p.get("lab_a", 0)
-            lab_b = p.get("lab_b", 0)
-
-            p["warmCool"] = warm
-            p["lightDeep"] = deep
-            coordinates.append([warm, deep, lab_l, lab_a, lab_b])
-            valid_products.append(p)
-        except:
-            continue
-
-# 클러스터링을 위한 데이터 정규화
-from sklearn.preprocessing import StandardScaler
-coords_np = StandardScaler().fit_transform(np.array(coordinates))
-
-# KMeans 클러스터링
-coords_np = np.array(coordinates)
-kmeans = KMeans(n_clusters=4, random_state=42, n_init='auto')
-labels = kmeans.fit_predict(coords_np)
-
-# 클러스터 레이블을 제품에 추가
-for i, label in enumerate(labels):
-    valid_products[i]["cluster"] = int(label)
-
-# 클러스터링 결과를 JSON 파일로 저장
-# with open("static/data/products_clustered.json", "w", encoding="utf-8") as f:
-#     json.dump(valid_products, f, ensure_ascii=False, indent=2)
-with open("products_clustered_new.json", "w", encoding="utf-8") as f:
-    json.dump(valid_products, f, ensure_ascii=False, indent=2)
-
-# 클러스터 중심 좌표 저장
-# with open("static/data/cluster_centers.json", "w", encoding="utf-8") as f:
-#     json.dump(kmeans.cluster_centers_.tolist(), f, ensure_ascii=False, indent=2)
-with open("cluster_centers_new.json", "w", encoding="utf-8") as f:
-    json.dump(kmeans.cluster_centers_.tolist(), f, ensure_ascii=False, indent=2)
-
-print(" Clustering complete. Files saved.")
-
-# 실루엣 점수 계산
-for k in range(2, 11):
-    model = KMeans(n_clusters=k, random_state=42, n_init='auto')
-    labels = model.fit_predict(coords_np)
-    score = silhouette_score(coords_np, labels)
-    print(f"k={k}, Silhouette Score={score}")
\ No newline at end of file
diff --git a/crawler/color_extract.py b/crawler/color_extract.py
deleted file mode 100644
index 14d8616..0000000
--- a/crawler/color_extract.py
+++ /dev/null
@@ -1,156 +0,0 @@
-## 기존 크롤링한 데이터(all_products.json)를 불러와서 image 필드로부터 hex 값과 lab 값을 뽑는 로직을 시험적으로 구현
-# 립 발색 부분이 아닌 부분의 색상이 같이 섞이는 문제 때문에..
-
-import json
-import requests
-import numpy as np
-from PIL import Image
-import cv2
-from io import BytesIO
-from sklearn.cluster import KMeans
-from skimage.color import rgb2lab
-import matplotlib.pyplot as plt
-from collections import Counter
-
-## 디버깅을 위한 코드
-# k-means -> hex, hsl, swatch 추출
-def hex_hsl_swatch(rgb_colors, i,  ):
-    rgb = rgb_colors[i]
-    hex_code = f"#{int(rgb[0]):02x}{int(rgb[1]):02x}{int(rgb[2]):02x}"
-    lab_values = rgb2lab(np.uint8(rgb).reshape(1, 1, 3) / 255.0).flatten()
-    color_swatch = np.full((100, 100, 3), rgb, dtype=np.uint8)
-
-    return rgb, hex_code, lab_values, color_swatch
-
-# 실제 출력 함수
-def pltshow(img, title):
-    plt.imshow(img)
-    plt.title(title)
-    plt.axis('off')
-    plt.show()
-
-def get_product_color_w_kmeans(image_url):
-    try:
-        # 이미지 가져오기
-        response = requests.get(image_url, timeout=10)
-        response.raise_for_status()
-        
-        # 이미지 열기 및 처리
-        pil_img = Image.open(BytesIO(response.content)).convert("RGB")
-
-        # [디버깅용 출력] 원본 이미지
-        # pltshow(pil_img, "1. Original Image")
-        
-        cv_img = cv2.cvtColor(np.array(pil_img), cv2.COLOR_RGB2BGR)
-        
-        ## 배경 제거 - cv의 grabcut 매서드 사용
-        # GrabCut에 필요한 마스크와 임시 배열 초기화
-        mask = np.zeros(cv_img.shape[:2], np.uint8)
-        bgdModel = np.zeros((1, 65), np.float64)
-        fgdModel = np.zeros((1, 65), np.float64)
-
-        height, width = cv_img.shape[:2]
-        roi_rect = (int(width * 0.1), int(height * 0.1), int(width * 0.8), int(height * 0.8))
-
-        # [디버깅용 출력] roi_rect가 그려진 이미지
-        # img_with_rect = cv_img.copy()
-        # cv2.rectangle(img_with_rect, (roi_rect[0], roi_rect[1]), (roi_rect[0] + roi_rect[2], roi_rect[1] + roi_rect[3]), (0, 255, 0), 3) # 초록색 사각형
-        # pltshow(cv2.cvtColor(img_with_rect, cv2.COLOR_BGR2RGB), "2. Image with ROI Rectangle")
-
-        cv2.grabCut(cv_img, mask, roi_rect, bgdModel, fgdModel, 5, cv2.GC_INIT_WITH_RECT)
-        final_mask = np.where((mask == 2) | (mask == 0), 0, 1).astype('uint8')
-
-        img_fg_only = cv_img * final_mask[:, :, np.newaxis]
-
-        # [디버깅용 출력] 배경이 제거된 이미지
-        # pltshow(cv2.cvtColor(img_fg_only, cv2.COLOR_BGR2RGB), "3. Background Removed Image")
-        
-        # 이미지를 numpy 배열 형태로 변환
-        pixels = cv2.cvtColor(img_fg_only, cv2.COLOR_BGR2RGB).reshape(-1, 3)
-        foreground_pixels = pixels[pixels.any(axis=1)]
-
-        # k-means 처리 부분
-        k=4
-        kmeans = KMeans(n_clusters=k)
-        kmeans.fit(foreground_pixels)
-
-        rgb_colors = kmeans.cluster_centers_.astype('uint8')
-        labels = kmeans.labels_
-        hsv_colors = cv2.cvtColor(rgb_colors.reshape(-1, 1, 3), cv2.COLOR_BGR2HSV)
-
-        pixel_counts = Counter(labels)
-        clusters = []
-        for i in range(len(rgb_colors)):
-            clusters.append({
-                'index': i,
-                'rgb': rgb_colors[i],
-                'hsv': hsv_colors[i][0], # [H, S, V]
-                'count': pixel_counts.get(i, 0) # 해당 클러스터의 픽셀 수
-            })
-        clusters_sorted_by_value = sorted(clusters, key=lambda x: x['hsv'][2])
-        candidate_clusters = clusters_sorted_by_value[1:-1]  # 명도가 가장 높은 클러스터 제외(글씨 혹은 배경일 가능성), 명도가 가장 낮은 클러스터 제외(어두운 색상의 용기 혹은 그림자진 부분일 가능성)
-        #final_cluster = max(candidate_clusters, key=lambda x: x['count']) # 남은 클러스터들 중 픽셀 수가 더 많은 클러스터 선택
-        final_cluster = max(candidate_clusters, key=lambda x: x['hsv'][1]) # 남은 클러스터들 중 채도가 더 높은 클러스터 선택 - 이걸로 함
-
-        best_color_rgb = final_cluster['rgb']
-        
-        final_hex_code = f"#{int(best_color_rgb[0]):02x}{int(best_color_rgb[1]):02x}{int(best_color_rgb[2]):02x}"
-        lab_values = rgb2lab(np.uint8(best_color_rgb).reshape(1, 1, 3) / 255.0).flatten()
-        print(f"{lab_values}, {final_hex_code}")
-
-        # [디버깅용 출력] k-means 결과 값에 해당하는 hex 색상 이미지
-        # swatches_list = []
-        # hex_list = []
-
-        # resized_pil_img = pil_img.resize((100, 100))
-        # swatches_list.append(np.array(resized_pil_img))
-
-        # for i in range(k):
-        #     rgb, hex_code, lab_values, color_swatch = hex_hsl_swatch(rgb_colors, i)
-        #     swatches_list.append(color_swatch)
-        #     hex_list.append(hex_code)
-
-        # combined_swatch = np.concatenate(swatches_list, axis=1)
-        # pltshow(combined_swatch, f"4. K-Means Result: {hex_list} - {final_hex_code}")
-
-        return final_hex_code, lab_values
-
-    except requests.exceptions.RequestException as e:
-        print(f"이미지 다운로드 실패: {image_url}, 오류: {e}")
-        return None, None
-    except Exception as e:
-        print(f"이미지 처리 중 오류 발생: {e}")
-        return None, None
-
-if __name__ == "__main__":
-
-    #image_url = "https://romand.io/images/product/902/EJ1VyyBRxhumy6rRRC3oNLbiy8qkqiB6KKPOWG5h.jpg"
-    # image_url = "https://romand.io/images/product/994/2hVgwjntZmhpGANTN6g0dJii6FWJRdKWcoJIDJVM.jpg"
-    # new_hex, new_lab = get_product_color_w_kmeans(image_url)
-    # print(new_hex, new_lab)
-
-    with open('../static/data/all_products.json', 'r', encoding='utf-8') as f:
-        products = json.load(f)
-
-    new_data = []
-    process_num = 0
-    
-    for product in products:
-        process_num+=1
-        image_url = product.get("image")
-        
-        print(f"{process_num}. {product['name']} 처리 중 ..")
-        new_hex, new_lab = get_product_color_w_kmeans(image_url)
-
-        new_product_object = product.copy()
-        new_product_object['hex'] = new_hex
-        new_product_object['lab_l'] = round(new_lab[0], 2)
-        new_product_object['lab_a'] = round(new_lab[1], 2)
-        new_product_object['lab_b'] = round(new_lab[2], 2)
-
-        new_data.append(new_product_object)
-    
-    new_file = "all_products_hex_update_tempk=3_1_1.json"
-    with open(new_file, 'w', encoding='utf-8') as f:
-        json.dump(new_data, f, indent = 2, ensure_ascii=False)
-    print("전 제품 재추출 완료")
\ No newline at end of file
diff --git a/crawler/scraper.py b/crawler/scraper.py
deleted file mode 100644
index 09339fe..0000000
--- a/crawler/scraper.py
+++ /dev/null
@@ -1,164 +0,0 @@
-import os
-import time
-import json
-import uuid
-import requests
-import numpy as np
-from io import BytesIO
-from PIL import Image
-from skimage import color
-from selenium import webdriver
-from selenium.webdriver.chrome.service import Service
-from selenium.webdriver.common.by import By
-from webdriver_manager.chrome import ChromeDriverManager
-
-TARGETS = [
-    {"brand": "romand", "url": "https://romand.co.kr/product/maincatedetail.html?cate_code=289", "category": "Lips"},
-    {"brand": "3ce", "url": "https://www.3cecosmetics.com/all-products/lips", "category": "Lips"},
-    {"brand": "3ce", "url": "https://www.3cecosmetics.com/all-products/cheeks/blush", "category": "blush"},
-    {"brand": "3ce", "url": "https://www.3cecosmetics.com/all-products/eyes/eyeshadow", "category": "eyeshadow"}
-]
-
-SCROLL_COUNT = 4
-SAVE_PATH = 'static/data/all_products.json'
-
-# Selenium Chrome Driver 설정
-options = webdriver.ChromeOptions()
-options.add_argument("--headless")
-options.add_argument("--no-sandbox")
-options.add_argument("--disable-dev-shm-usage")
-driver = webdriver.Chrome(service=Service(ChromeDriverManager().install()), options=options)
-
-all_products = []
-
-def extract_romand_items(category):
-    items = driver.find_elements(By.CSS_SELECTOR, 'li.list_prd_item')
-    results = []
-    for item in items:
-        try:
-            name = item.find_element(By.CSS_SELECTOR, '.prd_title').text
-            image = item.find_element(By.CSS_SELECTOR, 'img').get_attribute('src')
-            price = item.find_element(By.CSS_SELECTOR, '.current_price').text.strip()
-            url = item.find_element(By.CSS_SELECTOR, 'a').get_attribute('href')
-            results.append({
-                "brand": "romand",
-                "category": category,
-                "name": name,
-                "color_name": name.split('/')[-1].strip(),
-                "image": image,
-                "price": price,
-                "url": url
-            })
-        except Exception as e:
-            print("Romand Error:", e)
-            continue
-    return results
-
-def extract_3ce_items(category):
-    items = driver.find_elements(By.CSS_SELECTOR, 'li.tce-grid__item')
-    results = []
-    for item in items:
-        try:
-            name = item.find_element(By.CSS_SELECTOR, 'h2.tce-product-card__name').text.strip()
-            url = item.find_element(By.CSS_SELECTOR, 'a.tce-product-card__link').get_attribute("href")
-            price = item.find_element(By.CSS_SELECTOR, '.tce-product-card__price').text.strip()
-            image = item.find_element(By.CSS_SELECTOR, 'img.tce-product-card__image').get_attribute("src")
-
-            results.append({
-                "brand": "3CE",
-                "category": category,
-                "name": name,
-                "color_name": name.split('/')[-1].strip() if '/' in name else name,
-                "url": f"https://www.3cecosmetics.com{url}" if url.startswith('/') else url,
-                "image": f"https://www.3cecosmetics.com{image}" if image.startswith('/') else image,
-                "price": price
-            })
-        except Exception as e:
-            print("3CE Error:", e)
-            continue
-    return results
-
-# def extract_average_color(img_url):
-#     try:
-#         response = requests.get(img_url, timeout=5)
-#         img = Image.open(BytesIO(response.content)).convert('RGB')
-#         img = img.resize((50, 50))
-#         avg_rgb = np.array(img).mean(axis=(0, 1))
-#         r, g, b = map(int, avg_rgb)
-#         hex_code = '#{:02x}{:02x}{:02x}'.format(r, g, b)
-#         rgb_norm = np.array([[avg_rgb]]) / 255.0
-#         lab = color.rgb2lab(rgb_norm)[0][0]
-#         lab_l, lab_a, lab_b = lab.round(2)
-#         return hex_code, lab_l, lab_a, lab_b
-#     except Exception as e:
-#         print(f"[Color Error] {img_url} - {e}")
-#         return "#000000", 0, 0, 0
-
-# 밝은 배경 제거
-def extract_average_color(img_url):
-    try:
-        response = requests.get(img_url, timeout=5)
-        img = Image.open(BytesIO(response.content)).convert('RGB')
-        img = img.resize((50, 50))
-        pixels = np.array(img).reshape(-1, 3)
-
-        filtered = [px for px in pixels if not all(c > 240 for c in px)]
-        if not filtered:
-            filtered = pixels  
-
-        avg_rgb = np.array(filtered).mean(axis=0)
-        r, g, b = map(int, avg_rgb)
-        hex_code = '#{:02x}{:02x}{:02x}'.format(r, g, b)
-
-        rgb_norm = np.array([[avg_rgb]]) / 255.0
-        lab = color.rgb2lab(rgb_norm)[0][0]
-        lab_l, lab_a, lab_b = lab.round(2)
-
-        return hex_code, lab_l, lab_a, lab_b
-    except Exception as e:
-        print(f"[Color Error] {img_url} - {e}")
-        return "#000000", 0, 0, 0
-
-# 스크랩핑 시작
-for target in TARGETS:
-    brand = target["brand"]
-    url = target["url"]
-    category = target["category"]
-    print(f"Scraping {brand}...")
-
-    driver.get(url)
-    time.sleep(2)
-
-    for _ in range(SCROLL_COUNT):
-        driver.execute_script("window.scrollTo(0, document.body.scrollHeight);")
-        time.sleep(2)
-
-    if brand == "romand":
-        raw_items = extract_romand_items(category)
-    elif brand == "3ce":
-        raw_items = extract_3ce_items(category)
-    else:
-        print(f"No extractor defined for {brand}")
-        continue
-
-    print(f"  → {len(raw_items)} items found for {brand} ({category})")
-
-    for item in raw_items:
-        hex_color, lab_l, lab_a, lab_b = extract_average_color(item["image"])
-        product = {
-            "id": str(uuid.uuid4()),
-            **item,
-            "hex": hex_color,
-            "lab_l": lab_l,
-            "lab_a": lab_a,
-            "lab_b": lab_b
-        }
-        all_products.append(product)
-
-# 결과 저장
-os.makedirs(os.path.dirname(SAVE_PATH), exist_ok=True)
-with open(SAVE_PATH, 'w', encoding='utf-8') as f:
-    json.dump(all_products, f, ensure_ascii=False, indent=2)
-
-driver.quit()
-print(f"\nSaved {len(all_products)} products to {SAVE_PATH}")
\ No newline at end of file
diff --git a/moodico/main/migrations/__init__.py b/moodico/products/management/__init__.py
similarity index 100%
rename from moodico/main/migrations/__init__.py
rename to moodico/products/management/__init__.py
diff --git a/moodico/products/management/commands/__init__.py b/moodico/products/management/commands/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/moodico/products/management/commands/generate_clusters.py b/moodico/products/management/commands/generate_clusters.py
new file mode 100644
index 0000000..ead4481
--- /dev/null
+++ b/moodico/products/management/commands/generate_clusters.py
@@ -0,0 +1,137 @@
+# python manage.py generate_clusters
+import os
+import json
+import numpy as np
+
+from django.core.management.base import BaseCommand, CommandError
+from django.conf import settings
+
+from sklearn.cluster import KMeans
+from sklearn.metrics import silhouette_score
+from sklearn.preprocessing import StandardScaler
+
+
+# -------- helpers (kept as in your script) --------
+def hex_to_rgb(hex_code):
+    h = hex_code.lstrip('#')
+    if len(h) == 3:
+        h = ''.join([c * 2 for c in h])
+    r = int(h[:2], 16)
+    g = int(h[2:4], 16)
+    b = int(h[4:], 16)
+    return r, g, b
+
+def rgb_to_hsl(r, g, b):
+    r, g, b = r / 255, g / 255, b / 255
+    maxc, minc = max(r, g, b), min(r, g, b)
+    l = (maxc + minc) / 2
+    if maxc == minc:
+        h = s = 0
+    else:
+        d = maxc - minc
+        s = d / (2 - maxc - minc) if l > 0.5 else d / (maxc + minc)
+        if maxc == r:
+            h = (g - b) / d + (6 if g < b else 0)
+        elif maxc == g:
+            h = (b - r) / d + 2
+        else:
+            h = (r - g) / d + 4
+        h /= 6
+    return h * 360, s, l
+
+def calculate_coordinates(h, s, l):
+    if h >= 330 or h < 60:
+        if h >= 330:
+            h -= 360
+        warm_cool_score = (h + 30) / 90
+    elif 60 <= h < 180:
+        warm_cool_score = 1 - ((h - 60) / 120)
+    elif 180 <= h < 300:
+        warm_cool_score = -((h - 180) / 120)
+    else:
+        warm_cool_score = -1 + ((h - 300) / 30)
+
+    if s < 0.05:
+        warm_cool_score = 0
+    else:
+        warm_cool_score *= s ** 0.8
+
+    if l < 0.1 or l > 0.9:
+        warm_cool_score *= (1 - ((abs(0.5 - l) * 2) ** 2))
+
+    final_warm = (warm_cool_score + 1) * 50
+    final_warm = max(0, min(100, final_warm))
+    final_deep = (1 - l) * 100
+    return round(final_warm, 2), round(final_deep, 2)
+
+
+class Command(BaseCommand):
+    help = "Cluster products from STATIC_ROOT/data/all_products.json and write clustered results."
+
+    def handle(self, *args, **options):
+        # paths (match your scraper’s MEDIA_ROOT usage)
+        in_path = os.path.join(settings.BASE_DIR, "static", "data", "all_products.json")
+        out_dir = os.path.join(settings.BASE_DIR, "static", "data")
+        products_out = os.path.join(out_dir, "products_clustered.json")
+        centers_out = os.path.join(out_dir, "cluster_centers.json")
+
+        if not os.path.exists(in_path):
+            raise CommandError(f"Input not found: {in_path}")
+
+        with open(in_path, "r", encoding="utf-8") as f:
+            products = json.load(f)
+
+        coordinates = []
+        valid_products = []
+
+        for p in products:
+            hex_color = p.get("hex")
+            if not hex_color:
+                continue
+            try:
+                r, g, b = hex_to_rgb(hex_color)
+                h, s, l = rgb_to_hsl(r, g, b)
+                warm, deep = calculate_coordinates(h, s, l)
+
+                lab_l = p.get("lab_l", 0)
+                lab_a = p.get("lab_a", 0)
+                lab_b = p.get("lab_b", 0)
+
+                p["warmCool"] = warm
+                p["lightDeep"] = deep
+                coordinates.append([warm, deep, lab_l, lab_a, lab_b])
+                valid_products.append(p)
+            except Exception:
+                continue
+
+        if not coordinates:
+            raise CommandError("No valid products with color data.")
+
+        # scale once (remove repeated/overwritten arrays)
+        coords_np = np.array(coordinates, dtype=float)
+        coords_std = StandardScaler().fit_transform(coords_np)
+
+        # fixed k=4 as in your script
+        kmeans = KMeans(n_clusters=4, random_state=42, n_init='auto')
+        labels = kmeans.fit_predict(coords_std)
+
+        for i, label in enumerate(labels):
+            valid_products[i]["cluster"] = int(label)
+
+        os.makedirs(out_dir, exist_ok=True)
+        with open(products_out, "w", encoding="utf-8") as f:
+            json.dump(valid_products, f, ensure_ascii=False, indent=2)
+        with open(centers_out, "w", encoding="utf-8") as f:
+            json.dump(kmeans.cluster_centers_.tolist(), f, ensure_ascii=False, indent=2)
+
+        self.stdout.write(self.style.SUCCESS("Clustering complete. Files saved."))
+        self.stdout.write(f"  → {products_out}")
+        self.stdout.write(f"  → {centers_out}")
+
+        # silhouette sweep (same behavior, now using the standardized features)
+        max_k = min(len(coords_std) - 1, 10)
+        for k in range(2, max_k + 1):
+            model = KMeans(n_clusters=k, random_state=42, n_init='auto')
+            labels_k = model.fit_predict(coords_std)
+            score = silhouette_score(coords_std, labels_k)
+            self.stdout.write(f"k={k}, Silhouette Score={score:.4f}")
diff --git a/moodico/products/management/commands/scraper.py b/moodico/products/management/commands/scraper.py
new file mode 100644
index 0000000..6164d7e
--- /dev/null
+++ b/moodico/products/management/commands/scraper.py
@@ -0,0 +1,244 @@
+# TODO
+# python manage.py scraper
+import os
+import time
+import json
+import uuid
+import requests
+import numpy as np
+from io import BytesIO
+from PIL import Image
+from skimage import color
+from skimage.color import rgb2lab  # used in get_product_color_w_kmeans
+from collections import Counter     # used in get_product_color_w_kmeans
+import cv2                          # used in get_product_color_w_kmeans
+from sklearn.cluster import KMeans  # used in get_product_color_w_kmeans
+
+from django.core.management.base import BaseCommand
+from django.conf import settings
+
+from selenium import webdriver
+from selenium.webdriver.chrome.service import Service
+from selenium.webdriver.common.by import By
+from webdriver_manager.chrome import ChromeDriverManager
+
+
+TARGETS = [
+    {"brand": "romand", "url": "https://romand.co.kr/product/maincatedetail.html?cate_code=289", "category": "Lips"},
+    {"brand": "3ce", "url": "https://www.3cecosmetics.com/all-products/lips", "category": "Lips"},
+    {"brand": "3ce", "url": "https://www.3cecosmetics.com/all-products/cheeks/blush", "category": "blush"},
+    {"brand": "3ce", "url": "https://www.3cecosmetics.com/all-products/eyes/eyeshadow", "category": "eyeshadow"}
+]
+
+SCROLL_COUNT = 4
+SAVE_PATH = os.path.join(settings.BASE_DIR, 'static', 'data', 'all_products.json')
+os.makedirs(os.path.dirname(SAVE_PATH), exist_ok=True)
+
+def extract_romand_items(driver, category):
+    items = driver.find_elements(By.CSS_SELECTOR, 'li.list_prd_item')
+    results = []
+    for item in items:
+        try:
+            name = item.find_element(By.CSS_SELECTOR, '.prd_title').text
+            image = item.find_element(By.CSS_SELECTOR, 'img').get_attribute('src')
+            price = item.find_element(By.CSS_SELECTOR, '.current_price').text.strip()
+            url = item.find_element(By.CSS_SELECTOR, 'a').get_attribute('href')
+            results.append({
+                "brand": "romand",
+                "category": category,
+                "name": name,
+                "color_name": name.split('/')[-1].strip(),
+                "image": image,
+                "price": price,
+                "url": url
+            })
+        except Exception as e:
+            print("Romand Error:", e)
+            continue
+    return results
+
+def extract_3ce_items(driver, category):
+    items = driver.find_elements(By.CSS_SELECTOR, 'li.tce-grid__item')
+    results = []
+    for item in items:
+        try:
+            name = item.find_element(By.CSS_SELECTOR, 'h2.tce-product-card__name').text.strip()
+            url = item.find_element(By.CSS_SELECTOR, 'a.tce-product-card__link').get_attribute("href")
+            price = item.find_element(By.CSS_SELECTOR, '.tce-product-card__price').text.strip()
+            image = item.find_element(By.CSS_SELECTOR, 'img.tce-product-card__image').get_attribute("src")
+
+            results.append({
+                "brand": "3CE",
+                "category": category,
+                "name": name,
+                "color_name": name.split('/')[-1].strip() if '/' in name else name,
+                "url": f"https://www.3cecosmetics.com{url}" if url.startswith('/') else url,
+                "image": f"https://www.3cecosmetics.com{image}" if image.startswith('/') else image,
+                "price": price
+            })
+        except Exception as e:
+            print("3CE Error:", e)
+            continue
+    return results
+
+def extract_average_color(img_url):
+    try:
+        response = requests.get(img_url, timeout=5)
+        img = Image.open(BytesIO(response.content)).convert('RGB')
+        img = img.resize((50, 50))
+        pixels = np.array(img).reshape(-1, 3)
+
+        filtered = [px for px in pixels if not all(c > 240 for c in px)]
+        if not filtered:
+            filtered = pixels
+
+        avg_rgb = np.array(filtered).mean(axis=0)
+        r, g, b = map(int, avg_rgb)
+        hex_code = '#{:02x}{:02x}{:02x}'.format(r, g, b)
+
+        rgb_norm = np.array([[avg_rgb]]) / 255.0
+        lab = color.rgb2lab(rgb_norm)[0][0]
+        lab_l, lab_a, lab_b = lab.round(2)
+
+        return hex_code, lab_l, lab_a, lab_b
+    except Exception as e:
+        print(f"[Color Error] {img_url} - {e}")
+        return "#000000", 0, 0, 0
+
+def get_product_color_w_kmeans(image_url):
+    try:
+        response = requests.get(image_url, timeout=10)
+        response.raise_for_status()
+
+        pil_img = Image.open(BytesIO(response.content)).convert("RGB")
+        cv_img = cv2.cvtColor(np.array(pil_img), cv2.COLOR_RGB2BGR)
+
+        mask = np.zeros(cv_img.shape[:2], np.uint8)
+        bgdModel = np.zeros((1, 65), np.float64)
+        fgdModel = np.zeros((1, 65), np.float64)
+
+        height, width = cv_img.shape[:2]
+        roi_rect = (int(width * 0.1), int(height * 0.1), int(width * 0.8), int(height * 0.8))
+
+        cv2.grabCut(cv_img, mask, roi_rect, bgdModel, fgdModel, 5, cv2.GC_INIT_WITH_RECT)
+        final_mask = np.where((mask == 2) | (mask == 0), 0, 1).astype('uint8')
+
+        img_fg_only = cv_img * final_mask[:, :, np.newaxis]
+
+        pixels = cv2.cvtColor(img_fg_only, cv2.COLOR_BGR2RGB).reshape(-1, 3)
+        foreground_pixels = pixels[pixels.any(axis=1)]
+
+        k = 4
+        kmeans = KMeans(n_clusters=k)
+        kmeans.fit(foreground_pixels)
+
+        rgb_colors = kmeans.cluster_centers_.astype('uint8')
+        labels = kmeans.labels_
+        hsv_colors = cv2.cvtColor(rgb_colors.reshape(-1, 1, 3), cv2.COLOR_BGR2HSV)
+
+        pixel_counts = Counter(labels)
+        clusters = []
+        for i in range(len(rgb_colors)):
+            clusters.append({
+                'index': i,
+                'rgb': rgb_colors[i],
+                'hsv': hsv_colors[i][0],
+                'count': pixel_counts.get(i, 0)
+            })
+        clusters_sorted_by_value = sorted(clusters, key=lambda x: x['hsv'][2])
+        candidate_clusters = clusters_sorted_by_value[1:-1] if len(clusters_sorted_by_value) > 2 else clusters_sorted_by_value
+        final_cluster = max(candidate_clusters, key=lambda x: x['hsv'][1])
+
+        best_color_rgb = final_cluster['rgb']
+        final_hex_code = f"#{int(best_color_rgb[0]):02x}{int(best_color_rgb[1]):02x}{int(best_color_rgb[2]):02x}"
+        lab_values = rgb2lab(np.uint8(best_color_rgb).reshape(1, 1, 3) / 255.0).flatten()
+        print(f"{lab_values}, {final_hex_code}")
+
+        return final_hex_code, lab_values
+
+    except requests.exceptions.RequestException as e:
+        print(f"이미지 다운로드 실패: {image_url}, 오류: {e}")
+        return None, None
+    except Exception as e:
+        print(f"이미지 처리 중 오류 발생: {e}")
+        return None, None
+
+class Command(BaseCommand):
+    help = "Scrape products and save JSON under STATIC_ROOT/data/all_products.json"
+
+    def handle(self, *args, **options):
+        # Selenium Chrome Driver 설정
+        chrome_options = webdriver.ChromeOptions()
+        chrome_options.add_argument("--headless")
+        chrome_options.add_argument("--no-sandbox")
+        chrome_options.add_argument("--disable-dev-shm-usage")
+        driver = webdriver.Chrome(service=Service(ChromeDriverManager().install()), options=chrome_options)
+
+        all_products = []
+
+        # 스크랩핑 시작
+        for target in TARGETS:
+            brand = target["brand"]
+            url = target["url"]
+            category = target["category"]
+            print(f"Scraping {brand}...")
+
+            driver.get(url)
+            time.sleep(2)
+
+            for _ in range(SCROLL_COUNT):
+                driver.execute_script("window.scrollTo(0, document.body.scrollHeight);")
+                time.sleep(2)
+
+            if brand == "romand":
+                raw_items = extract_romand_items(driver, category)
+            elif brand == "3ce":
+                raw_items = extract_3ce_items(driver, category)
+            else:
+                print(f"No extractor defined for {brand}")
+                continue
+
+            print(f"  → {len(raw_items)} items found for {brand} ({category})")
+
+            for item in raw_items:
+                hex_color, lab_l, lab_a, lab_b = extract_average_color(item["image"])
+                product = {
+                    "id": str(uuid.uuid4()),
+                    **item,
+                    "hex": hex_color,
+                    "lab_l": lab_l,
+                    "lab_a": lab_a,
+                    "lab_b": lab_b
+                }
+                all_products.append(product)
+
+        # (원본 스크립트 로직 유지) — KMeans 재추출 루프
+        new_data = []
+        process_num = 0
+        for product in all_products:
+            process_num += 1
+            image_url = product.get("image")
+            print(f"{process_num}. {product['name']} 처리 중 ..")
+            new_hex, new_lab = get_product_color_w_kmeans(image_url)
+
+            new_product_object = product.copy()
+            if new_lab is not None:
+                new_product_object['hex'] = new_hex
+                new_product_object['lab_l'] = round(new_lab[0], 2)
+                new_product_object['lab_a'] = round(new_lab[1], 2)
+                new_product_object['lab_b'] = round(new_lab[2], 2)
+            new_data.append(new_product_object)
+
+        # 결과 저장 (원본과 동일하게 all_products를 저장)
+        os.makedirs(os.path.dirname(SAVE_PATH), exist_ok=True)
+        with open(SAVE_PATH, 'w', encoding='utf-8') as f:
+            json.dump(all_products, f, ensure_ascii=False, indent=2)
+
+        driver.quit()
+        print(f"\nSaved {len(all_products)} products to {SAVE_PATH}")
+
+        # 테스트 저장 주석 로직 유지
+        # test_products = all_products[:5] + all_products[-5:]
+        # with open(SAVE_PATH,'w',encoding='utf-8') as f:
+        #     json.dump(test_products,f,ensure_ascii=False,indent=2)
+        # print("테스트용 JSON 생성 완료")
diff --git a/moodico/products/views.py b/moodico/products/views.py
index 564e887..e9b0610 100644
--- a/moodico/products/views.py
+++ b/moodico/products/views.py
@@ -15,15 +15,22 @@
 from moodico.users.utils import login_or_kakao_required
 
 # Create your views here.
-
 def color_matrix_explore(request):
     """색상 매트릭스 페이지 뷰"""
-    product_path = os.path.join(settings.BASE_DIR, 'static', 'data', 'all_products_hex_update_tempk=4_2_1_1.json') #all_products_hex_update_tempk=4_2_1_1.json
+    media_cluster = os.path.join(settings.BASE_DIR, 'static','data', 'products_clustered.json')
+    static_all = os.path.join(settings.BASE_DIR, 'static', 'data', 'all_products.json')
+
+    product_path = None
+    if os.path.exists(media_cluster):
+        product_path = media_cluster
+    else:
+        product_path = static_all  
+
     with open(product_path, 'r', encoding='utf-8') as f:
         products = json.load(f)
 
     return render(request, 'recommendation/color_matrix.html', {'makeupProducts': products})
-
+from django.templatetags.static import static
 def product_detail(request, product_id):
     """제품 상세 페이지 뷰"""
     # 제품 상세 정보 (백엔드에서 받아올 예정)
@@ -32,7 +39,7 @@ def product_detail(request, product_id):
         'name': f'제품 {product_id}',
         'description': '이 제품은 아주 좋은 제품입니다.',
         'price': '30,000원',
-        'image': '/static/images/test.jpg', # 임시 이미지
+        'image': static('images/test.jpg')
     }
     return render(request, 'products/detail.html', {'product': product})
 
@@ -42,7 +49,7 @@ def crawled_product_detail(request, crawled_id):
         logger.info(f"크롤링된 제품 상세 페이지 요청: crawled_id = {crawled_id}")
         
         # products_clustered.json에서 제품 정보 찾기
-        product_path = os.path.join(settings.BASE_DIR, 'static', 'data', 'products_clustered_new.json')
+        product_path = os.path.join(settings.BASE_DIR, 'static', 'data', 'products_clustered.json')
         logger.info(f"제품 데이터 파일 경로: {product_path}")
         
         with open(product_path, 'r', encoding='utf-8') as f:
@@ -135,11 +142,13 @@ def crawled_product_detail(request, crawled_id):
         })
 
 def product_list(request):
-    json_path = os.path.join('static', 'data', 'products.json')
-    
+    media_path  = os.path.join(settings.MEDIA_ROOT, 'data', 'products.json')
+    static_path = os.path.join(settings.BASE_DIR, 'static', 'data', 'products.json')
+    json_path   = media_path if os.path.exists(media_path) else static_path
+
     with open(json_path, 'r', encoding='utf-8') as f:
         products = json.load(f)
-    
+
     return render(request, 'products/product_list.html', {'products': products})
 
 # DB 구현 이후 검색 로직 수정 필요 - 현재는 검색시마다 json 파일을 매번 불러오고 있음
@@ -149,21 +158,23 @@ def search_product(request):
     query = request.GET.get('q', '').lower().strip()
     query_words = query.split()
 
-    product_path = os.path.join(settings.BASE_DIR, 'static', 'data', 'all_products_hex_update_tempk=4_2_1_1.json')
+    static_cluster = os.path.join(settings.BASE_DIR, 'static','data', 'products_clustered.json')
+    static_all = os.path.join(settings.BASE_DIR, 'static', 'data', 'all_products.json')
+
+    product_path = static_cluster if os.path.exists(static_cluster) else static_all
+
     with open(product_path, 'r', encoding='utf-8') as f:
         products = json.load(f)
 
-    def normalize(text):
-        text = text.lower()
-        return text
-    
+    def normalize(text): return text.lower()
+
     filtered = []
     for p in products:
-        search_for = normalize(p['brand'] + ' - ' + p['name'])
+        search_for = normalize(p.get('brand','') + ' - ' + p.get('name',''))
         if all(word in search_for for word in query_words):
             filtered.append(p)
 
-    return JsonResponse({'results':filtered})
+    return JsonResponse({'results': filtered})
 
 @csrf_exempt
 @require_http_methods(["POST"])
@@ -297,14 +308,20 @@ def get_liked_products_color_info(liked_products):
     import os
     
     # 좌표 정보가 포함된 제품 데이터 로드
-    json_path = os.path.join('static', 'data', 'products_clustered_new.json')
+    static_cluster = os.path.join(settings.BASE_DIR, 'static', 'data', 'products_clustered.json')
+    static_all = os.path.join(settings.BASE_DIR, 'static', 'data', 'all_products.json')
+
+    json_path = None
+    if os.path.exists(static_cluster):
+        json_path = static_cluster
+    else:
+        json_path = static_all  
     try:
         with open(json_path, 'r', encoding='utf-8') as f:
             all_products = json.load(f)
     except FileNotFoundError:
-        logger.error("products_clustered_new.json 파일을 찾을 수 없습니다.")
+        logger.error("products JSON 파일을 찾을 수 없습니다: %s", json_path)
         return []
-    
     # 제품명으로 매칭하여 색상 정보 추가
     products_with_colors = []
     
@@ -331,9 +348,9 @@ def get_liked_products_color_info(liked_products):
                         break
         
         if matching_product:
-            logger.info(f"제품 매칭 성공: {matching_product.get('name')} -> URL: {matching_product.get('url')}")
+            logger.info("제품 매칭 성공: %s -> URL: %s", matching_product.get('name'), matching_product.get('url'))
             products_with_colors.append({
-                'id': liked_product.product_id,  # ProductLike의 product_id 사용
+                'id': liked_product.product_id,  # 기존과 동일: Like의 product_id 유지
                 'name': liked_product.product_name,
                 'brand': liked_product.product_brand,
                 'price': liked_product.product_price,
@@ -362,6 +379,7 @@ def get_liked_products_color_info(liked_products):
     
     return products_with_colors
 
+
 from django.views.decorators.http import require_POST
 from django.contrib.admin.views.decorators import staff_member_required
 
@@ -371,7 +389,6 @@ def clear_likes(request):
     ProductLike.objects.all().delete()
     return JsonResponse({'success': True})
 
-
 @require_http_methods(["GET"])
 def get_product_like_count(request):
     """제품별 좋아요 수 조회 API"""
@@ -635,29 +652,39 @@ def get_multiple_products_like_info(request):
         }, status=500)
 
 
-def get_top_liked_products(limit=10):
-    """상위 찜 제품 조회 함수 - 전체 제품 데이터 기반"""
+def get_top_liked_products(limit=10, include_unliked=True, exclude_brands=None):
+    """
+    상위 찜 제품 조회 함수
+    - include_unliked: True면 좋아요 없는 제품도 포함
+    - exclude_brands: set/list로 제외할 브랜드명 지정
+    """
     import json
     import os
+    from django.conf import settings
     from django.db.models import Count
     from collections import defaultdict
-    
+
+    exclude_brands = set(exclude_brands or [])
+
     # 전체 제품 데이터 로드
-    json_path = os.path.join('static', 'data', 'all_products_hex_update_tempk=4_2_1_1.json')
+    json_path = os.path.join(settings.BASE_DIR, 'static', 'data', 'all_products.json')
     try:
         with open(json_path, 'r', encoding='utf-8') as f:
             all_products = json.load(f)
     except FileNotFoundError:
-        logger.error("all_products_hex_update_tempk=4_2_1_1.json 파일을 찾을 수 없습니다.")
+        logger.error("all_products.json 파일을 찾을 수 없습니다.")
         return []
-    
-    # 제품명+브랜드별로 찜 개수 집계 (중복 제거)
+
+    # 1) 찜 개수 집계
     product_likes_summary = {}
     for item in ProductLike.objects.all():
         key = f"{item.product_brand}_{item.product_name}"
+        if item.product_brand in exclude_brands:
+            continue  # 지정한 브랜드 제외
+
         if key not in product_likes_summary:
             product_likes_summary[key] = {
-                'product_id': item.product_id,
+                'product_id': str(item.product_id),  # 항상 문자열로
                 'product_name': item.product_name,
                 'product_brand': item.product_brand,
                 'product_price': item.product_price,
@@ -665,40 +692,44 @@ def get_top_liked_products(limit=10):
                 'like_count': 0
             }
         product_likes_summary[key]['like_count'] += 1
-    
-    # 전체 제품 리스트 생성
-    products_with_likes = []
-    
-    # 1. 먼저 찜된 제품들 추가 (찜 개수 > 0)
-    for product_data in product_likes_summary.values():
-        products_with_likes.append(product_data)
-    
-    # 2. 찜되지 않은 제품들도 추가 (찜 개수 = 0)
-    # JSON 파일의 제품들 중 찜되지 않은 것들 찾기
-    existing_product_keys = set(f"{item['product_brand']}_{item['product_name']}" 
-                               for item in product_likes_summary.values())
-    
-    for product in all_products:
-        product_name = product.get('name', '')
-        product_brand = product.get('brand', '')
-        product_key = f"{product_brand}_{product_name}"
-        
-        if product_name and product_key not in existing_product_keys:
-            products_with_likes.append({
-                'product_id': product.get('id', product_name),
-                'product_name': product_name,
-                'product_brand': product_brand,
-                'product_price': product.get('price', ''),
-                'product_image': product.get('image', ''),
-                'like_count': 0
-            })
-    
-    # 찜 개수로 정렬 (찜 개수가 같으면 이름순)
+
+    products_with_likes = list(product_likes_summary.values())
+
+    # 2) 좋아요 없는 제품 추가 (옵션)
+    if include_unliked:
+        existing_product_keys = set(f"{p['product_brand']}_{p['product_name']}" 
+                                    for p in product_likes_summary.values())
+
+        for product in all_products:
+            product_brand = product.get('brand', '')
+            product_name = product.get('name', '')
+            if product_brand in exclude_brands or not product_name:
+                continue
+
+            product_key = f"{product_brand}_{product_name}"
+            if product_key not in existing_product_keys:
+                # id 필드 없으면 고유 UUID 생성 or 건너뛰기
+                pid = product.get('id')
+                if not pid:
+                    import uuid
+                    pid = str(uuid.uuid4())
+
+                products_with_likes.append({
+                    'product_id': str(pid),
+                    'product_name': product_name,
+                    'product_brand': product_brand,
+                    'product_price': product.get('price', ''),
+                    'product_image': product.get('image', ''),
+                    'like_count': 0
+                })
+
+    # 3) 정렬
     products_with_likes.sort(key=lambda x: (-x['like_count'], x['product_name']))
-    
+
     return products_with_likes[:limit]
 
 
+
 @require_http_methods(["GET"])
 def product_ranking_api(request):
     """제품 랭킹 API"""
diff --git a/moodico/recommendation/views.py b/moodico/recommendation/views.py
index 7039c32..f0b9d44 100644
--- a/moodico/recommendation/views.py
+++ b/moodico/recommendation/views.py
@@ -6,15 +6,22 @@
 import logging
 logger = logging.getLogger(__name__)
 from sklearn.metrics.pairwise import cosine_similarity
+from moodico.products.views import get_top_liked_products
 
 # Create your views here.
-
 def my_item_recommendation(request):
-    """내 아이템 기반 추천 페이지 뷰"""
-    # 백엔드 연동을 위해 임시로 빈 리스트 전달
-    recommended_items = []
-    search_results = []
-    return render(request, 'upload/upload.html', {'search_results': search_results, 'recommended_items': recommended_items})
+    # Get recommended or default products
+    search_results = get_top_liked_products(limit=10)
+    recommended_items = []  # Set this if you want a separate recommended section
+
+    return render(
+        request,
+        'upload/upload.html',
+        {
+            'search_results': search_results,
+            'recommended_items': recommended_items
+        }
+    )
 
 @csrf_exempt
 def recommend_by_color(request):
@@ -34,11 +41,18 @@ def recommend_by_color(request):
 
         coord = np.array([warm, deep, lab_l, lab_a, lab_b])
         logger.info(f"Received coordinates: warmCool={warm}, lightDeep={deep}, lab_l={lab_l}, lab_a={lab_a}, lab_b={lab_b}")
-
-        with open("static/data/cluster_centers_new.json", "r") as f:
+        import os
+        from django.conf import settings
+        with open("static/data/cluster_centers.json", "r") as f:
             centers = json.load(f)
-        with open("static/data/products_clustered_new.json", "r", encoding="utf-8") as f:
+        # path = os.path.join(settings.MEDIA_ROOT, 'data', 'cluster_centers.json')
+        # with open(path, "r", encoding="utf-8") as f:
+        #     centers = json.load(f)
+        with open("static/data/products_clustered.json", "r", encoding="utf-8") as f:
             products = json.load(f)
+        # path = os.path.join(settings.MEDIA_ROOT, 'data', 'products_clustered.json')
+        # with open(path, "r", encoding="utf-8") as f:
+        #     products = json.load(f)
 
         # Step 1: Find closest cluster
         cluster_idx = np.argmin([np.linalg.norm(coord - np.array(c)) for c in centers])
diff --git a/moodico_project/settings.py b/moodico_project/settings.py
index b3df7f9..81dcd7b 100644
--- a/moodico_project/settings.py
+++ b/moodico_project/settings.py
@@ -12,6 +12,8 @@
 
 from pathlib import Path
 import os
+from decouple import config, Csv
+import sys
 
 # Build paths inside the project like this: BASE_DIR / 'subdir'.
 BASE_DIR = Path(__file__).resolve().parent.parent
@@ -21,13 +23,20 @@
 # See https://docs.djangoproject.com/en/5.2/howto/deployment/checklist/
 
 # SECURITY WARNING: keep the secret key used in production secret!
-SECRET_KEY = 'django-insecure-f+2cp%8dmctmuc-8#8@t)7zkd!=#smii5e+tv&eb-0g$970fkd'
+if os.getenv('GITHUB_ACTIONS') == 'true':  # running in GitHub Actions
+    SECRET_KEY = config('DJANGO_SECRET_KEY', default='insecure-ci-only-secret')
+else:  # production or local dev
+    SECRET_KEY = config('DJANGO_SECRET_KEY')
 
 # SECURITY WARNING: don't run with debug turned on in production!
-DEBUG = True
-
-ALLOWED_HOSTS = ['localhost', '127.0.0.1']
+DEBUG = config('DJANGO_DEBUG', cast=bool, default=False)
 
+ALLOWED_HOSTS = config('DJANGO_ALLOWED_HOSTS', default='localhost,127.0.0.1', cast=Csv())
+CSRF_TRUSTED_ORIGINS = config(
+    'DJANGO_CSRF_TRUSTED_ORIGINS',
+    default='http://localhost:8000,http://127.0.0.1:8000',
+    cast=Csv()
+)
 
 # Application definition
 
@@ -44,7 +53,6 @@
     'moodico.products', # 제품 관련 앱
     'moodico.moodtest', # 무드 테스트 앱
     'moodico.users', # 유저 앱
-    'storages'
 ]
 
 MIDDLEWARE = [
@@ -141,31 +149,56 @@
 MEDIA_ROOT = os.path.join(BASE_DIR, 'media') # NCP에 저장될 예정 -> 사용되지 않음
 
 
-
-###############
-# NCP Object Storage setting(S3)
-
-DEFAULT_FILE_STORAGE = 'storages.backends.s3boto3.S3Boto3Storage'
-
-
-AWS_STORAGE_BUCKET_NAME = ''# 추후 버킷 명 기입
-AWS_S3_ENDPOINT_URL = 'https://kr.object.ncloudstorage.com'
-AWS_S3_REGION_NAME = 'kr-standard' # 추후 정확한 region명 확인 후 기입 필요 
-
-AWS_ACCESS_KEY_ID = os.environ.get('NCP_ACCESS_KEY_ID', '')
-AWS_SECRET_ACCESS_KEY = os.environ.get('NCP_SECRET_ACCESS_KEY', '')
-
-AWS_S3_FILE_OVERWRITE = False
-AWS_DEFAULT_ACL = None
-
+# # NCP Object Storage setting(S3)
+# # dummy key is for github actions
+# # AWS_ACCESS_KEY_ID = config("AWS_ACCESS_KEY_ID", default="dummy-key")
+# # AWS_SECRET_ACCESS_KEY = config("AWS_SECRET_ACCESS_KEY", default="dummy-key")
+# # AWS_STORAGE_BUCKET_NAME = config("AWS_STORAGE_BUCKET_NAME",default="dummy-key")
+# AWS_ACCESS_KEY_ID = config("AWS_ACCESS_KEY_ID")
+# AWS_SECRET_ACCESS_KEY = config("AWS_SECRET_ACCESS_KEY")
+# AWS_STORAGE_BUCKET_NAME = config("AWS_STORAGE_BUCKET_NAME")
+
+# AWS_S3_REGION_NAME = "kr-standard"
+# AWS_S3_ENDPOINT_URL = "https://kr.object.ncloudstorage.com"
+# AWS_S3_SIGNATURE_VERSION = "s3v4"
+# AWS_S3_ADDRESSING_STYLE = "virtual"
+# AWS_DEFAULT_ACL = None
+# AWS_QUERYSTRING_AUTH = False
+
+# INSTALLED_APPS += ["storages"]
+
+# STORAGES = {
+#     "default": {
+#         "BACKEND": "storages.backends.s3.S3Storage",
+#         "OPTIONS": {
+#             "bucket_name": AWS_STORAGE_BUCKET_NAME,
+#             "region_name": AWS_S3_REGION_NAME,
+#             "endpoint_url": AWS_S3_ENDPOINT_URL,
+#             "signature_version": AWS_S3_SIGNATURE_VERSION,
+#             "addressing_style": AWS_S3_ADDRESSING_STYLE,
+#         },
+#     },
+#     "staticfiles": {
+#         "BACKEND": "django.contrib.staticfiles.storage.StaticFilesStorage",
+#     },
+# }
 
 # 카카오 로그인 설정
-KAKAO_REDIRECT_URI = "http://localhost:8000/users/kakao/callback/"
 KAKAO_AUTH_HOST = "https://kauth.kakao.com"
 KAKAO_API_HOST = "https://kapi.kakao.com"
-from decouple import config
-KAKAO_CLIENT_ID = config("KAKAO_CLIENT_ID")
-KAKAO_CLIENT_SECRET = config("KAKAO_CLIENT_SECRET")
+IS_TEST = 'test' in sys.argv
+KAKAO_REDIRECT_URI = config(
+    "KAKAO_REDIRECT_URI",
+    default="http://localhost:8000/users/kakao/callback/"
+)
+KAKAO_CLIENT_ID = config(
+    "KAKAO_CLIENT_ID",
+    default="dummy" if IS_TEST else None  # None => raise if missing
+)
+KAKAO_CLIENT_SECRET = config(
+    "KAKAO_CLIENT_SECRET",
+    default="dummy" if IS_TEST else None
+)
 
 # 로그인 로그아웃 후 리다이렉트 URL 설정
 LOGIN_REDIRECT_URL = "/"
diff --git a/moodico_project/urls.py b/moodico_project/urls.py
index c91465b..b5ca914 100644
--- a/moodico_project/urls.py
+++ b/moodico_project/urls.py
@@ -24,6 +24,6 @@
     path('admin/', admin.site.urls),
 ]
 
-#개발 환경에서 미디어 파일 서빙을 위한 설정 (운영 환경에서는 웹 서버가 처리)
+#개발 환경에서 미디어 파일 서빙을 위한 설정 (운영 환경에서는 웹 서버가 처리
 if settings.DEBUG:
     urlpatterns += static(settings.MEDIA_URL, document_root=settings.MEDIA_ROOT)
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
index 0a93c0d..2eed392 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,7 +1,7 @@
 asgiref==3.9.1
 attrs==25.3.0
-boto3==1.6.19
-botocore==1.9.23
+boto3==1.40.8
+botocore==1.40.8
 certifi==2025.7.14
 charset-normalizer==3.4.2
 Django==5.2.4
@@ -14,16 +14,17 @@ jmespath==0.10.0
 joblib==1.5.1
 lazy_loader==0.4
 networkx==3.5
-numpy==2.3.2
+numpy==2.2.6
+opencv-python==4.12.0.88
 outcome==1.3.0.post0
 packaging==25.0
 pillow==11.3.0
 PySocks==1.7.1
-python-dateutil==2.6.1
+python-dateutil==2.9.0.post0
 python-decouple==3.8
 python-dotenv==1.1.1
 requests==2.32.4
-s3transfer==0.1.13
+s3transfer==0.13.1
 scikit-image==0.25.2
 scikit-learn==1.7.1
 scipy==1.16.1
@@ -38,7 +39,6 @@ trio==0.30.0
 trio-websocket==0.12.2
 typing_extensions==4.14.1
 urllib3==2.5.0
-pillow==11.3.0
 webdriver-manager==4.0.2
 websocket-client==1.8.0
 wsproto==1.2.0
diff --git a/static/css/upload/upload.css b/static/css/upload/upload.css
index ce07f6b..40c7b23 100644
--- a/static/css/upload/upload.css
+++ b/static/css/upload/upload.css
@@ -1,3 +1,8 @@
+.image-preview-area img.color-picker-active,
+.image-preview-area canvas.color-picker-active {
+    cursor: url("../../images/eyedropper.svg") 12 12, auto,
+    crosshair;
+}
 .image-preview-area {
     margin-top: 30px;
     border: 1px solid #ddd;
diff --git a/static/data/all_products.json b/static/data/all_products.json
index 5426336..936fa6b 100644
--- a/static/data/all_products.json
+++ b/static/data/all_products.json
@@ -1,6 +1,6 @@
 [
   {
-    "id": "21bea116-0f90-48a1-8372-4b546978c423",
+    "id": "ee358e4c-86d7-4035-9dda-bb7cd46a8244",
     "brand": "romand",
     "category": "Lips",
     "name": "롬앤 더 쥬시 래스팅 틴트 #레어시리즈 / 30 보늬 밤",
@@ -14,7 +14,7 @@
     "lab_b": 12.55
   },
   {
-    "id": "9a5fe61e-ba9f-4875-9fc5-f502034fc633",
+    "id": "2f96791d-40c2-4f04-9411-c660a73fe0a1",
     "brand": "romand",
     "category": "Lips",
     "name": "롬앤 더 쥬시 래스팅 틴트 #레어시리즈 / 29 조선 무화과",
@@ -28,7 +28,7 @@
     "lab_b": 13.33
   },
   {
-    "id": "8f45796f-298e-46c0-aa7a-145eb9dea9d4",
+    "id": "08587a89-b98f-4e4a-9333-d7ae268ce577",
     "brand": "romand",
     "category": "Lips",
     "name": "롬앤 더 쥬시 래스팅 틴트 #레어시리즈 / 28 설화 딸기",
@@ -42,7 +42,7 @@
     "lab_b": 1.09
   },
   {
-    "id": "1a66c7c0-18da-459a-9e7e-3f3e162a0810",
+    "id": "5c9d25d4-8a56-4697-b9ff-2efe73a96e16",
     "brand": "romand",
     "category": "Lips",
     "name": "롬앤 더 쥬시 래스팅 틴트 #레어시리즈 / 27 허니 듀 멜론",
@@ -56,7 +56,7 @@
     "lab_b": 14.01
   },
   {
-    "id": "b4a597d4-7a85-493d-b00a-6964a897c1e7",
+    "id": "3435f36f-d90e-4dde-94ec-d02af0b09449",
     "brand": "romand",
     "category": "Lips",
     "name": "롬앤 더 쥬시 래스팅 틴트 #레어시리즈 / 26 신비 복숭아",
@@ -70,7 +70,217 @@
     "lab_b": 12.83
   },
   {
-    "id": "66ffbc21-3859-426b-8b4a-81acfe32056a",
+    "id": "141411dd-a978-43b8-89c3-6624efda4543",
+    "brand": "romand",
+    "category": "Lips",
+    "name": "롬앤 쥬시 래스팅 틴트 MINI / 30 캐슈넛 로즈",
+    "color_name": "30 캐슈넛 로즈",
+    "image": "https://romand.io/images/product/816/m0ZRQjd4alvRs8L2kFFE4TXGnPfPoEGv8dSs62zh.jpg",
+    "price": "6,900원",
+    "url": "https://romand.co.kr/product/%EB%A1%AC%EC%95%A4/816/?variant_code=P0000BFK000A&option_name=30%20%EC%BA%90%EC%8A%88%EB%84%9B%20%EB%A1%9C%EC%A6%88",
+    "hex": "#dca49f",
+    "lab_l": 72.45,
+    "lab_a": 20.16,
+    "lab_b": 10.28
+  },
+  {
+    "id": "9be4e244-3420-4a6f-bfe7-84a03ee6e804",
+    "brand": "romand",
+    "category": "Lips",
+    "name": "롬앤 글래스팅 멜팅 밤 #더스티온더누드 / 10 누 베이지",
+    "color_name": "10 누 베이지",
+    "image": "https://romand.io/images/product/835/NUyQZbqsEaBKovRvDJSCYjZNAsxAWE04lSpKfENN.jpg",
+    "price": "9,900원",
+    "url": "https://romand.co.kr/product/%EB%A1%AC%EC%95%A4/835/?variant_code=P0000BGD0CRD&option_name=10%20%EB%88%84%20%EB%B2%A0%EC%9D%B4%EC%A7%80",
+    "hex": "#ddb3a2",
+    "lab_l": 76.43,
+    "lab_a": 12.72,
+    "lab_b": 14.57
+  },
+  {
+    "id": "2033ce30-09c9-4e40-913f-41e5802fc801",
+    "brand": "romand",
+    "category": "Lips",
+    "name": "롬앤 글래스팅 멜팅 밤 #더스티온더누드 / 11 버피 코랄",
+    "color_name": "11 버피 코랄",
+    "image": "https://romand.io/images/product/835/lHvrxDYabeSJGZwXJ3U1EubnOYNQASjudJ1BMZ2m.jpg",
+    "price": "9,900원",
+    "url": "https://romand.co.kr/product/%EB%A1%AC%EC%95%A4/835/?variant_code=P0000BGD0CRE&option_name=11%20%EB%B2%84%ED%94%BC%20%EC%BD%94%EB%9E%84",
+    "hex": "#dfafa3",
+    "lab_l": 75.59,
+    "lab_a": 15.73,
+    "lab_b": 12.87
+  },
+  {
+    "id": "7fb0a536-63a4-451a-83fe-f34bd9b2c59a",
+    "brand": "romand",
+    "category": "Lips",
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@@ -112,7 +322,7 @@
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@@ -140,7 +350,7 @@
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@@ -168,7 +378,7 @@
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@@ -182,7 +392,7 @@
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@@ -672,7 +630,7 @@
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@@ -686,7 +644,7 @@
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@@ -700,7 +658,49 @@
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+    "image": "https://romand.io/images/product/902/UZg74Q1zeFIsVQugzASd3XuZp9Qz0hrSfBTTv1Cb.jpg",
+    "price": "9,900원",
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+    "color_name": "16 키튼 피치",
+    "image": "https://romand.io/images/product/902/EJ1VyyBRxhumy6rRRC3oNLbiy8qkqiB6KKPOWG5h.jpg",
+    "price": "9,900원",
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+    "image": "https://romand.io/images/product/902/3hQ1EehF0vNo65GAUh92JlD4ofo9PxcpILWHhFqb.jpg",
+    "price": "9,900원",
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@@ -728,7 +728,7 @@
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@@ -742,7 +742,7 @@
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@@ -756,7 +756,7 @@
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@@ -770,7 +770,7 @@
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@@ -784,7 +784,7 @@
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@@ -798,7 +798,7 @@
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@@ -812,7 +812,7 @@
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@@ -826,7 +826,7 @@
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@@ -840,7 +840,7 @@
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@@ -882,7 +882,7 @@
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@@ -896,7 +896,7 @@
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@@ -924,7 +924,7 @@
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@@ -952,7 +952,7 @@
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@@ -966,7 +966,7 @@
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@@ -980,7 +980,7 @@
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@@ -994,7 +994,7 @@
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@@ -1008,7 +1008,7 @@
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@@ -1022,7 +1022,7 @@
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@@ -1036,7 +1036,7 @@
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@@ -1050,7 +1050,7 @@
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@@ -1064,7 +1064,7 @@
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@@ -1078,7 +1078,7 @@
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@@ -1092,7 +1092,7 @@
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@@ -1106,7 +1106,91 @@
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+    "image": "https://romand.io/images/product/687/8DKyfS4HMuU2ybauMy5uMqeKvqlpTXqBYSbhCUaO.jpg",
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+    "image": "https://romand.io/images/product/687/XboSQNeupCJkdwWvRcqoVJnsef6DjrB4WTznNTOA.jpg",
+    "price": "9,900원",
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+    "image": "https://romand.io/images/product/842/NGMs3C4Hltp7Yq33i92ICFxSLyWmWjhzyYGnpehd.jpg",
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+    "image": "https://romand.io/images/product/842/Xk0oUdsoMRdjzooCx9MUn9AkGb7PnOOId5W6FxwQ.jpg",
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-    "color_name": "07 스프링 피버",
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@@ -1232,63 +1316,7 @@
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@@ -1302,7 +1330,7 @@
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@@ -1358,7 +1358,7 @@
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@@ -1372,7 +1372,7 @@
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@@ -1386,7 +1386,7 @@
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@@ -1400,7 +1400,7 @@
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@@ -1414,7 +1414,7 @@
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@@ -1428,7 +1428,7 @@
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@@ -1442,7 +1442,7 @@
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@@ -1456,7 +1456,7 @@
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@@ -1470,7 +1470,7 @@
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@@ -1484,7 +1484,7 @@
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@@ -1498,7 +1498,7 @@
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@@ -1512,7 +1512,7 @@
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@@ -1526,7 +1526,7 @@
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@@ -1540,7 +1540,7 @@
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@@ -1554,7 +1554,7 @@
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@@ -1568,7 +1568,7 @@
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@@ -1582,7 +1582,7 @@
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     "brand": "3CE",
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     "name": "3CE MOOD RECIPE MATTE LIP COLOR",
@@ -1596,7 +1596,7 @@
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+    "id": "a780d52f-05a3-4faa-b238-047f08a8144a",
     "brand": "3CE",
     "category": "Lips",
     "name": "3CE SHINE REFLECTOR",
@@ -1610,7 +1610,7 @@
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+    "id": "21fd2193-71ec-43fc-a190-c2f332ebf75e",
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@@ -1624,7 +1624,7 @@
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     "brand": "3CE",
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@@ -1638,7 +1638,7 @@
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     "brand": "3CE",
     "category": "blush",
     "name": "[3CE X MUUT] BOUNCY BLUR BALM",
@@ -1652,7 +1652,7 @@
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@@ -1666,7 +1666,7 @@
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@@ -1680,7 +1680,7 @@
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@@ -1694,7 +1694,7 @@
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@@ -1708,7 +1708,7 @@
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@@ -1722,7 +1722,7 @@
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     "brand": "3CE",
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@@ -1736,7 +1736,7 @@
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     "category": "eyeshadow",
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@@ -1750,7 +1750,7 @@
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@@ -1764,7 +1764,7 @@
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@@ -1778,7 +1778,7 @@
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@@ -1806,7 +1806,7 @@
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@@ -1820,7 +1820,7 @@
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@@ -1834,7 +1834,7 @@
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@@ -1848,7 +1848,7 @@
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diff --git a/static/data/all_products_hex_update_tempk=4_2_1_1.json b/static/data/all_products_hex_update_tempk=4_2_1_1.json
deleted file mode 100644
index 7a77375..0000000
--- a/static/data/all_products_hex_update_tempk=4_2_1_1.json
+++ /dev/null
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-    "name": "롬앤 글래스팅 컬러 글로스 / 05 딤 모브",
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-    "name": "롬앤 글래스팅 컬러 글로스 / 02 너티 베이그",
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-  },
-  {
-    "image": "https://romand.io/images/product/847/nXD733s6NgeMuPj5hVLwORizy2MJ9r8JCdX8tYuY.jpg",
-    "name": "롬앤 글래스팅 컬러 글로스 / 04 그레이피 웨이",
-    "price": "10,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/847/6EADRhaRhU7YXAytPK2rRsvg0rdS8dRTxXqzmLZm.jpg",
-    "name": "롬앤 글래스팅 컬러 글로스 / 03 로즈 핀치",
-    "price": "10,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/847/bKeKU3LagDmkGbXXPXIDNbaeO5ePC7vbT6yMO8VT.jpg",
-    "name": "롬앤 글래스팅 컬러 글로스 / 06 디픈 무어",
-    "price": "10,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/847/dt3narGEEUTYpJG5Qbldcenng5Pgke18Z9cH61ZV.jpg",
-    "name": "롬앤 글래스팅 컬러 글로스 / 01 피오니 발레",
-    "price": "10,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/859/y5NwVVP7YTnU3l0HAlzWkwxoxw7OkNWnhfQAfNzE.png",
-    "name": "롬앤 글래스팅 워터 틴트 MINI / 09 소프트 풀",
-    "price": "6,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/879/cN2rdPkqlSAO7AvjcDIsHqw06ETULOYDlRYLi5G6.jpg",
-    "name": "롬앤 글래스팅 컬러 글로스 #스프링피버 / 07 스프링 피버",
-    "price": "10,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/879/mSn9TLjjWdOIg0T8FG2xAvhGNa7rCJNeDpH7pZ6D.jpg",
-    "name": "롬앤 글래스팅 컬러 글로스 #스프링피버 / 08 체리 업",
-    "price": "10,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/842/NGMs3C4Hltp7Yq33i92ICFxSLyWmWjhzyYGnpehd.jpg",
-    "name": "롬앤 글래스팅 워터 틴트 #선셋 / 14 모브 문",
-    "price": "7,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/842/Xk0oUdsoMRdjzooCx9MUn9AkGb7PnOOId5W6FxwQ.jpg",
-    "name": "롬앤 글래스팅 워터 틴트 #선셋 / 15 누디 선다운",
-    "price": "7,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/842/If8BzbBehLSDxFjRIMCUgnlGuFV3i03Frtmt69kj.jpg",
-    "name": "롬앤 글래스팅 워터 틴트 #선셋 / 16 피그 라이즈",
-    "price": "7,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/842/nNzcFaxNFI1lLul5ycUFh0IKUYtqMWsivSb88SZe.jpg",
-    "name": "롬앤 글래스팅 워터 틴트 #선셋 / 17 우디 선셋",
-    "price": "7,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/900/20zNZqkRxaxi0TBA5Xi1rHFxVbf6PteRuSJthWTM.jpg",
-    "name": "[COHA] 쥬시 래스팅 틴트 MINI / 40 블랙 사파이어",
-    "price": "6,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/900/XqcciN7iH3Hz7wU4LDTfsZE9t606KxLRpkubIfc7.jpg",
-    "name": "[COHA] 쥬시 래스팅 틴트 MINI / 41 자두인냥",
-    "price": "6,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/687/8DKyfS4HMuU2ybauMy5uMqeKvqlpTXqBYSbhCUaO.jpg",
-    "name": "롬앤 듀이풀 워터 틴트 #뮤트럴 누드 / 12 캐니언",
-    "price": "9,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/687/XboSQNeupCJkdwWvRcqoVJnsef6DjrB4WTznNTOA.jpg",
-    "name": "롬앤 듀이풀 워터 틴트 #뮤트럴 누드 / 13 커스터드 모브",
-    "price": "9,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/965/09M9HtLkGPO8GNM3NToxgzDyIXoJ8Gv8WaTfyWXk.jpg",
-    "name": "롬앤 글래스팅 멜팅 팟 / 02 블랙 베리 팟",
-    "price": "5,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/965/30BQaNQpgtjbPym2zAAqNqDsiBwAkC9OYcqlSzX4.jpg",
-    "name": "롬앤 글래스팅 멜팅 팟 / 01 코튼 밀크 팟",
-    "price": "5,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/965/rXnio3CB5DJRiOVlHQ1eHFvi6F8rQGxdjcQu3FhM.jpg",
-    "name": "롬앤 글래스팅 멜팅 팟 / 03 피치 허니 팟",
-    "price": "5,900원"
-  }
-]
\ No newline at end of file
diff --git a/static/data/products_clustered.json b/static/data/products_clustered.json
index b9fc6ff..ebfe477 100644
--- a/static/data/products_clustered.json
+++ b/static/data/products_clustered.json
@@ -1,6 +1,6 @@
 [
   {
-    "id": "21bea116-0f90-48a1-8372-4b546978c423",
+    "id": "ee358e4c-86d7-4035-9dda-bb7cd46a8244",
     "brand": "romand",
     "category": "Lips",
     "name": "롬앤 더 쥬시 래스팅 틴트 #레어시리즈 / 30 보늬 밤",
@@ -12,12 +12,12 @@
     "lab_l": 57.21,
     "lab_a": 18.27,
     "lab_b": 12.55,
-    "warmCool": 56.09,
-    "lightDeep": 44.35,
-    "cluster": 2
+    "warmCool": 57.62,
+    "lightDeep": 42.94,
+    "cluster": 1
   },
   {
-    "id": "9a5fe61e-ba9f-4875-9fc5-f502034fc633",
+    "id": "2f96791d-40c2-4f04-9411-c660a73fe0a1",
     "brand": "romand",
     "category": "Lips",
     "name": "롬앤 더 쥬시 래스팅 틴트 #레어시리즈 / 29 조선 무화과",
@@ -29,12 +29,12 @@
     "lab_l": 68.63,
     "lab_a": 30.21,
     "lab_b": 13.33,
-    "warmCool": 59.12,
-    "lightDeep": 31.96,
+    "warmCool": 61.39,
+    "lightDeep": 27.45,
     "cluster": 2
   },
   {
-    "id": "8f45796f-298e-46c0-aa7a-145eb9dea9d4",
+    "id": "08587a89-b98f-4e4a-9333-d7ae268ce577",
     "brand": "romand",
     "category": "Lips",
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+    "image": "https://romand.io/images/product/914/KKrisSZpk7w26Ij8VuG9ojCVsCW1Z2cxtk6AB5sx.jpg",
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+    "image": "https://romand.io/images/product/914/b1pgYnsvoPZ45J8dfa0IQYaqQLy32JZXWKtYCvQd.jpg",
+    "price": "10,900원",
+    "url": "https://romand.co.kr/product/%EB%A1%AC%EC%95%A4/914/?variant_code=P0000BJE000D&option_name=04%20%EC%B9%B4%EB%A9%9C%20%EB%84%88%EC%B8%A0",
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+    "image": "https://romand.io/images/product/914/cFCNTbYdLWOeruOVbsmVg4CJoaJ0kYP3OJT9XZjk.jpg",
+    "price": "10,900원",
+    "url": "https://romand.co.kr/product/%EB%A1%AC%EC%95%A4/914/?variant_code=P0000BJE000C&option_name=03%20%ED%83%9C%ED%94%BC%20%EB%B2%A0%EB%A6%AC",
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+    "name": "롬앤 쉬어 틴티드 스틱 / 02 버니 홉",
+    "color_name": "02 버니 홉",
+    "image": "https://romand.io/images/product/914/Nci2yDfFBmGjlmAdAT5fPXDHcsq9SudDp4MF8s6v.jpg",
+    "price": "10,900원",
+    "url": "https://romand.co.kr/product/%EB%A1%AC%EC%95%A4/914/?variant_code=P0000BJE000B&option_name=02%20%EB%B2%84%EB%8B%88%20%ED%99%89",
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+    "brand": "romand",
+    "category": "Lips",
+    "name": "롬앤 쉬어 틴티드 스틱 / 01 베어 펌킨",
+    "color_name": "01 베어 펌킨",
+    "image": "https://romand.io/images/product/914/srpBdGR1vhZ7n9VMmX7iafFN7zgOLu1oxu3ZkTk9.jpg",
+    "price": "10,900원",
+    "url": "https://romand.co.kr/product/%EB%A1%AC%EC%95%A4/914/?variant_code=P0000BJE000A&option_name=01%20%EB%B2%A0%EC%96%B4%20%ED%8E%8C%ED%82%A8",
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     "category": "Lips",
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@@ -97,12 +352,12 @@
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@@ -114,12 +369,12 @@
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@@ -165,12 +420,12 @@
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@@ -199,12 +454,12 @@
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-    "name": "롬앤 듀이풀 워터 틴트 #뮤트럴 누드 / 13 커스터드 모브",
-    "color_name": "13 커스터드 모브",
-    "image": "https://romand.io/images/product/687/XboSQNeupCJkdwWvRcqoVJnsef6DjrB4WTznNTOA.jpg",
-    "price": "9,900원",
-    "url": "https://romand.co.kr/product/%EB%A1%AC%EC%95%A4/687/?variant_code=P0000BAL000Q&option_name=13%20%EC%BB%A4%EC%8A%A4%ED%84%B0%EB%93%9C%20%EB%AA%A8%EB%B8%8C",
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     "brand": "romand",
     "category": "Lips",
     "name": "롬앤 글래스팅 멜팅 팟 / 02 블랙 베리 팟",
@@ -1644,12 +1644,12 @@
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     "brand": "romand",
     "category": "Lips",
     "name": "롬앤 글래스팅 멜팅 팟 / 01 코튼 밀크 팟",
@@ -1661,12 +1661,12 @@
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     "brand": "romand",
     "category": "Lips",
     "name": "롬앤 글래스팅 멜팅 팟 / 03 피치 허니 팟",
@@ -1678,12 +1678,12 @@
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@@ -1695,12 +1695,12 @@
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@@ -1712,12 +1712,12 @@
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     "name": "[3CE X MUUT] CASHMERE HUG LIPSTICK",
@@ -1729,12 +1729,12 @@
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     "name": "3CE GLAZY LIP GLOW",
@@ -1747,11 +1747,11 @@
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@@ -1763,12 +1763,12 @@
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     "name": "3CE VELVET LIP TINT",
@@ -1780,12 +1780,12 @@
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     "brand": "3CE",
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     "name": "3CE CASHMERE HUG LIPSTICK",
@@ -1797,12 +1797,12 @@
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     "name": "3CE HAZY LIP CLAY",
@@ -1815,11 +1815,11 @@
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     "name": "3CE BLUR MATTE LIPSTICK",
@@ -1832,11 +1832,11 @@
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     "name": "3CE BLURRING LIQUID LIP",
@@ -1848,12 +1848,12 @@
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     "name": "3CE CLOUD LIP TINT",
@@ -1865,12 +1865,12 @@
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     "name": "3CE DROP GLOW GEL",
@@ -1882,12 +1882,12 @@
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     "name": "3CE GLAZE LIP TINT",
@@ -1899,12 +1899,12 @@
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     "name": "3CE LAZY POP LIP STAIN",
@@ -1916,12 +1916,12 @@
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     "brand": "3CE",
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     "name": "3CE MOOD RECIPE MATTE LIP COLOR",
@@ -1933,12 +1933,12 @@
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     "brand": "3CE",
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     "name": "3CE SHINE REFLECTOR",
@@ -1950,12 +1950,12 @@
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     "name": "3CE SOFT MATTE LIPSTICK",
@@ -1967,12 +1967,12 @@
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     "name": "3CE SYRUP LAYERING TINT",
@@ -1984,12 +1984,12 @@
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     "brand": "3CE",
     "category": "blush",
     "name": "[3CE X MUUT] BOUNCY BLUR BALM",
@@ -2001,12 +2001,12 @@
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     "brand": "3CE",
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     "name": "3CE LAYER-IT-ALL BLUSH PALETTE",
@@ -2018,12 +2018,12 @@
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     "name": "3CE BLUSHLIGHTER",
@@ -2035,12 +2035,12 @@
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     "brand": "3CE",
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     "name": "3CE FACE BLUSH",
@@ -2052,12 +2052,12 @@
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     "name": "3CE NEW TAKE FACE BLUSHER",
@@ -2069,12 +2069,12 @@
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     "name": "3CE SHEER LIQUID BLUSHER",
@@ -2086,12 +2086,12 @@
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     "name": "3CE COLOR GRID EYESHADOW",
@@ -2103,12 +2103,12 @@
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     "brand": "3CE",
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     "name": "[3CE X MUUT] MULTI EYE COLOR PALETTE",
@@ -2120,12 +2120,12 @@
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@@ -2137,12 +2137,12 @@
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     "name": "3CE MULTI EYE COLOR PALETTE",
@@ -2154,12 +2154,12 @@
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     "name": "3CE MINI MULTI EYE COLOR PALETTE",
@@ -2171,12 +2171,12 @@
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@@ -2189,11 +2189,11 @@
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@@ -2205,12 +2205,12 @@
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+    "id": "428205ad-0aee-4888-ad22-5a3640c5afc3",
     "brand": "3CE",
     "category": "eyeshadow",
     "name": "3CE LIQUID PRIMER EYE SHADOW",
@@ -2222,12 +2222,12 @@
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     "lab_a": 3.19,
     "lab_b": 5.0,
-    "warmCool": 53.31,
-    "lightDeep": 60.35,
-    "cluster": 1
+    "warmCool": 54.14,
+    "lightDeep": 62.94,
+    "cluster": 0
   },
   {
-    "id": "e19d7eb9-bfab-40e4-839d-e7ff11df8c21",
+    "id": "22b7a16e-3bf7-4385-a03e-0655fa746839",
     "brand": "3CE",
     "category": "eyeshadow",
     "name": "3CE NEW TAKE EYESHADOW PALETTE",
@@ -2239,12 +2239,12 @@
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     "lab_a": 4.01,
     "lab_b": 2.23,
-    "warmCool": 52.66,
-    "lightDeep": 75.25,
-    "cluster": 1
+    "warmCool": 53.33,
+    "lightDeep": 81.57,
+    "cluster": 0
   },
   {
-    "id": "bc5856bb-7e4f-45b3-8be8-babc01c2acb7",
+    "id": "ff300de4-808b-40b8-a8c2-dd12aea92dad",
     "brand": "3CE",
     "category": "eyeshadow",
     "name": "3CE XL EYESHADOW PALETTE",
@@ -2256,8 +2256,8 @@
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     "lab_a": 5.9,
     "lab_b": 0.51,
-    "warmCool": 50.82,
-    "lightDeep": 54.55,
-    "cluster": 1
+    "warmCool": 51.03,
+    "lightDeep": 55.69,
+    "cluster": 0
   }
 ]
\ No newline at end of file
diff --git a/static/data/products_clustered_new.json b/static/data/products_clustered_new.json
deleted file mode 100644
index 91e72f0..0000000
--- a/static/data/products_clustered_new.json
+++ /dev/null
@@ -1,2263 +0,0 @@
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\ No newline at end of file
diff --git a/static/data/romand_blusher_products.json b/static/data/romand_blusher_products.json
deleted file mode 100644
index 8e4e190..0000000
--- a/static/data/romand_blusher_products.json
+++ /dev/null
@@ -1,162 +0,0 @@
-[
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-    "image": "https://romand.io/images/product/888/52EtF1KjkY3bQO8VKXm8WSDCsWUGq56JIuHHWme7.jpg",
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-    "image": "https://romand.io/images/product/540/7TCjdBEqobOvMSiw46Y6nWtBGFqjrkc1u1fgN5ei.jpg",
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-  },
-  {
-    "image": "https://romand.io/images/product/540/ZWykWXfiM11IZFEiqY0QLbFy1ONLbFwXIZl5TCrN.jpg",
-    "name": "롬앤 시스루 베일라이터 / 01 선 키스드 베일",
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\ No newline at end of file
diff --git a/static/data/romand_products.json b/static/data/romand_products.json
deleted file mode 100644
index e201a1a..0000000
--- a/static/data/romand_products.json
+++ /dev/null
@@ -1,596 +0,0 @@
-[
-  {
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-  },
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-    "url": "https://romand.co.kr/product/%EB%A1%AC%EC%95%A4/879/?variant_code=P0000BHV000C&option_name=08%20%EC%B2%B4%EB%A6%AC%20%EC%97%85"
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-  },
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-    "url": "https://romand.co.kr/product/%EB%A1%AC%EC%95%A4/842/?variant_code=P0000BGK00GU&option_name=17%20%EC%9A%B0%EB%94%94%20%EC%84%A0%EC%85%8B"
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-    "price": "6,900원",
-    "url": "https://romand.co.kr/product/%EB%A1%AC%EC%95%A4/900/?variant_code=P0000BIQ000G&option_name=40%20%EB%B8%94%EB%9E%99%20%EC%82%AC%ED%8C%8C%EC%9D%B4%EC%96%B4"
-  },
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-    "image": "https://romand.io/images/product/900/XqcciN7iH3Hz7wU4LDTfsZE9t606KxLRpkubIfc7.jpg",
-    "price": "6,900원",
-    "url": "https://romand.co.kr/product/%EB%A1%AC%EC%95%A4/900/?variant_code=P0000BIQ000H&option_name=41%20%EC%9E%90%EB%91%90%EC%9D%B8%EB%83%A5"
-  },
-  {
-    "name": "롬앤 듀이풀 워터 틴트 #뮤트럴 누드 / 12 캐니언",
-    "image": "https://romand.io/images/product/687/8DKyfS4HMuU2ybauMy5uMqeKvqlpTXqBYSbhCUaO.jpg",
-    "price": "9,900원",
-    "url": "https://romand.co.kr/product/%EB%A1%AC%EC%95%A4/687/?variant_code=P0000BAL000P&option_name=12%20%EC%BA%90%EB%8B%88%EC%96%B8"
-  },
-  {
-    "name": "롬앤 듀이풀 워터 틴트 #뮤트럴 누드 / 13 커스터드 모브",
-    "image": "https://romand.io/images/product/687/XboSQNeupCJkdwWvRcqoVJnsef6DjrB4WTznNTOA.jpg",
-    "price": "9,900원",
-    "url": "https://romand.co.kr/product/%EB%A1%AC%EC%95%A4/687/?variant_code=P0000BAL000Q&option_name=13%20%EC%BB%A4%EC%8A%A4%ED%84%B0%EB%93%9C%20%EB%AA%A8%EB%B8%8C"
-  },
-  {
-    "name": "롬앤 글래스팅 멜팅 팟 / 02 블랙 베리 팟",
-    "image": "https://romand.io/images/product/965/09M9HtLkGPO8GNM3NToxgzDyIXoJ8Gv8WaTfyWXk.jpg",
-    "price": "5,900원",
-    "url": "https://romand.co.kr/product/%EB%A1%AC%EC%95%A4/965/?variant_code=P0000BLD000B&option_name=02%20%EB%B8%94%EB%9E%99%20%EB%B2%A0%EB%A6%AC%20%ED%8C%9F"
-  },
-  {
-    "name": "롬앤 글래스팅 멜팅 팟 / 01 코튼 밀크 팟",
-    "image": "https://romand.io/images/product/965/30BQaNQpgtjbPym2zAAqNqDsiBwAkC9OYcqlSzX4.jpg",
-    "price": "5,900원",
-    "url": "https://romand.co.kr/product/%EB%A1%AC%EC%95%A4/965/?variant_code=P0000BLD000A&option_name=01%20%EC%BD%94%ED%8A%BC%20%EB%B0%80%ED%81%AC%20%ED%8C%9F"
-  },
-  {
-    "name": "롬앤 글래스팅 멜팅 팟 / 03 피치 허니 팟",
-    "image": "https://romand.io/images/product/965/rXnio3CB5DJRiOVlHQ1eHFvi6F8rQGxdjcQu3FhM.jpg",
-    "price": "5,900원",
-    "url": "https://romand.co.kr/product/%EB%A1%AC%EC%95%A4/965/?variant_code=P0000BLD000C&option_name=03%20%ED%94%BC%EC%B9%98%20%ED%97%88%EB%8B%88%20%ED%8C%9F"
-  }
-]
\ No newline at end of file
diff --git a/static/data/romand_products_clustered.json b/static/data/romand_products_clustered.json
deleted file mode 100644
index 861b271..0000000
--- a/static/data/romand_products_clustered.json
+++ /dev/null
@@ -1,1586 +0,0 @@
-[
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\ No newline at end of file
diff --git a/static/data/romand_products_enhanced.json b/static/data/romand_products_enhanced.json
deleted file mode 100644
index 517ebff..0000000
--- a/static/data/romand_products_enhanced.json
+++ /dev/null
@@ -1,1289 +0,0 @@
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-]
\ No newline at end of file
diff --git a/static/data/romand_shadow_products.json b/static/data/romand_shadow_products.json
deleted file mode 100644
index fd316a4..0000000
--- a/static/data/romand_shadow_products.json
+++ /dev/null
@@ -1,577 +0,0 @@
-[
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-    "name": "롬앤 베러 댄 팔레트 00 라이트 앤 글리터 가든 #비밀정원 / 00 라이트 앤 글리터 가든",
-    "price": "24,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/489/AVCFlY4HyGdfYvfgpaz8shtNyglBrGh7Jwdcsaog.jpg",
-    "name": "롬앤 베러 댄 아이즈 #우유 / W01 말린 라벤더",
-    "price": "12,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/489/smNdgpqkhaiE6I2k7uDpHvnQGYwPpjGVXJtk47YL.jpg",
-    "name": "롬앤 베러 댄 아이즈 #우유 / W02 말린 복숭아꽃",
-    "price": "12,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/489/ouNEKWpWB1oKzNhOpSI7tJPpVxZ1xN8XrMmzB9HN.jpg",
-    "name": "롬앤 베러 댄 아이즈 #우유 / W03 말린 스트로베리",
-    "price": "12,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/539/jq78ZoGeF9y1oGFnlcG0gqr3BACYy2LlWD0xlpsV.jpg",
-    "name": "롬앤 베러 댄 아이즈 #빛바랜음영 / N01 말린 버들꽃",
-    "price": "12,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/539/U1OZzQhMwK5rpLgKY1JeVOkXqga5eirTjw3JOlAH.jpg",
-    "name": "롬앤 베러 댄 아이즈 #빛바랜음영 / N02 말린 제비꽃",
-    "price": "12,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/299/M3KO8Dp4bdN5FR6ZCJHitJTBt0b5qi4ItpCzeY5U.jpg",
-    "name": "롬앤 베러 댄 아이즈 #뮤직 / M01 말린 애플 블라썸",
-    "price": "12,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/299/ooDzcTY8yEZ1DXZXxBwExfTVteR5D1vQVwdMaQ9S.jpg",
-    "name": "롬앤 베러 댄 아이즈 #뮤직 / M02 말린 메밀꽃",
-    "price": "12,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/175/WOrGNcon3qcpjrCZygTSAKE0mdwjT49C2gwGHhxt.jpg",
-    "name": "롬앤 베러 댄 아이즈 #오리지널 / 01 말린 망고튤립",
-    "price": "12,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/175/ib0JLZvE7MecKm1Shu97JTnAcN0QyW7QUjpLDvby.jpg",
-    "name": "롬앤 베러 댄 아이즈 #오리지널 / 02 말린 장미",
-    "price": "12,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/175/APINeT5VNj8O7vgfXWVk89V218PdSCMDg00yt3ir.jpg",
-    "name": "롬앤 베러 댄 아이즈 #오리지널 / 03 말린 라그라스",
-    "price": "12,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/556/8wRBCFqcXhC6sOLCpCzfgUnOS45TnzJ7mpddqX4q.jpg",
-    "name": "롬앤 한올 픽스 마스카라 / L02 롱 애쉬",
-    "price": "12,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/556/LaqRCEojic1W0LgW6jx641Y3IH6v2C5KKnVSzaas.jpg",
-    "name": "롬앤 한올 픽스 마스카라 / L03 롱 헤이즐",
-    "price": "12,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/556/cUqegxGuxPFPW0Po3jzPzFOEp0fufa4qPRn1UDBg.jpg",
-    "name": "롬앤 한올 픽스 마스카라 / V01 볼륨 블랙",
-    "price": "12,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/556/mlim9QUsSPbggt1eIL3zuyakHKe7xJ2p8fGTAfdF.jpg",
-    "name": "롬앤 한올 픽스 마스카라 / L01 롱 블랙",
-    "price": "12,900원"
-  },
-  {
-    "image": "https://romand.io/images/product/611/weW4p4o8FIkngngdX9SNW2WfSxymijIJ9ayLzyBV.jpg",
-    "name": "롬앤 한올 래쉬 세럼 / 한올 래쉬 세럼 단품",
-    "price": "7,900원"
-  }
-]
\ No newline at end of file
diff --git a/templates/products/liked_products.html b/templates/products/liked_products.html
index fa49bb4..a387d28 100644
--- a/templates/products/liked_products.html
+++ b/templates/products/liked_products.html
@@ -22,7 +22,7 @@ <h1>💖 찜한 아이템</h1>
         src="{{ liked_product.product_image|default:'/static/images/test.jpg' }}"
         alt="{{ liked_product.product_name }}"
         onerror="this.src='/static/images/test.jpg'"
-      />
+      /> 
       <div class="product-info">
         <div class="like-date">
           찜한 날짜: {{ liked_product.created_at|date:"Y년 m월 d일" }}
diff --git a/templates/upload/upload.html b/templates/upload/upload.html
index a346141..cc71343 100644
--- a/templates/upload/upload.html
+++ b/templates/upload/upload.html
@@ -126,10 +126,12 @@ <h3>mood 기반 추천 제품</h3>
     <h3>추천 제품</h3>
     <div class="product-list">
       {% if search_results %} {% for product in search_results %}
-      <div
+      {% comment %} <div
         class="product-card"
         data-product-id="{{ product.brand|slugify }}-{{ product.name|slugify }}-{{ product.price|slugify }}-search{{ forloop.counter }}"
-      >
+      > {% endcomment %}
+      <div class="product-card"
+     data-product-id="{{ product.id }}">
         <button class="like-button" title="좋아요"></button>
         <span class="like-count">0</span>
         <img src="{{ product.image }}" alt="{{ product.name }}" />
@@ -142,7 +144,8 @@ <h3>추천 제품</h3>
         </div>
         <button class="recommendation-button">✨ 추천받기</button>
       </div>
-      {% endfor %} {% else %}
+      {% endfor %} 
+      {% else %}
       <div
         class="product-card"
         data-product-id="peripera-glow-check-blusher-18000"
@@ -227,7 +230,7 @@ <h3>추천 제품</h3>
       </div>
       {% endif %}
     </div>
-  </div>
+  </div> 
 </div>
 {% endblock %} {% block extra_js %}
 <script src="{% static 'js/upload/upload.js' %}"></script>