diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..e01c639
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,38 @@
+# --- STAGE 1: Builder ---
+FROM debian:13-slim AS builder
+
+WORKDIR /app
+
+COPY . /app
+
+RUN --mount=type=bind,source=.,target=/app \
+    --mount=from=ghcr.io/astral-sh/uv,source=/uv,target=/usr/bin/uv \
+    --mount=type=cache,target=/root/.cache/uv \
+    <<EOF
+
+    set -Eeux
+
+    uv python install 3.13 --install-dir=/tmp/python
+
+    (cd /tmp/python/* && tar -cf- .) | (cd /usr/local && tar -xf-)
+    rm -r /tmp/python
+
+    export UV_PROJECT_ENVIRONMENT=/usr/local
+    uv sync --project=/app --frozen --compile-bytecode --no-dev --no-editable --no-managed-python
+EOF
+
+FROM gcr.io/distroless/base-debian13:nonroot
+
+ARG CHIPSET_ARCH=x86_64-linux-gnu
+
+COPY --from=builder /lib/${CHIPSET_ARCH}/libz.so.1 /lib/${CHIPSET_ARCH}/
+
+COPY --from=builder /usr/local /usr/local
+
+COPY --from=builder /app /app
+
+WORKDIR /app
+
+USER nonroot
+
+ENTRYPOINT ["python", "/app/scripts/entrypoint.py"]
diff --git a/create_admin.py b/create_admin.py
new file mode 100644
index 0000000..04fb3f1
--- /dev/null
+++ b/create_admin.py
@@ -0,0 +1,21 @@
+#!/usr/bin/env python
+import os
+import django
+
+os.environ.setdefault("DJANGO_SETTINGS_MODULE", "website.settings")
+django.setup()
+
+from django.contrib.auth import get_user_model
+
+User = get_user_model()
+
+# 从环境变量获取超级用户信息，如果未设置则使用默认值
+username = os.environ.get("DJANGO_SUPERUSER_USERNAME", "admin")
+email = os.environ.get("DJANGO_SUPERUSER_EMAIL", "admin@example.com")
+password = os.environ.get("DJANGO_SUPERUSER_PASSWORD", "admin123")
+
+if not User.objects.filter(username=username).exists():
+    User.objects.create_superuser(username, email, password)
+    print(f"Superuser {username} created successfully!")
+else:
+    print(f"Superuser {username} already exists!")
diff --git a/docker-compose.yml b/docker-compose.yml
new file mode 100644
index 0000000..70c3185
--- /dev/null
+++ b/docker-compose.yml
@@ -0,0 +1,47 @@
+services:
+  db:
+    image: postgres:16-alpine
+    volumes:
+      - postgres_data:/var/lib/postgresql/data/
+    environment:
+      - POSTGRES_DB=coursereview
+      - POSTGRES_USER=admin
+      - POSTGRES_PASSWORD=test
+    ports:
+      - "5432:5432"
+    healthcheck:
+      test: ["CMD-SHELL", "pg_isready -U admin -d coursereview"]
+      interval: 10s
+      timeout: 5s
+      retries: 5
+    restart: unless-stopped
+
+  cache:
+    image: valkey/valkey:7-alpine
+    ports:
+      - "6379:6379"
+    healthcheck:
+      test: ["CMD", "valkey-cli", "ping"]
+      interval: 10s
+      timeout: 5s
+      retries: 5
+    restart: unless-stopped
+
+  backend:
+    image: coursereview
+    ports:
+      - "8000:8000"
+    depends_on:
+      db:
+        condition: service_healthy
+      cache:
+        condition: service_healthy
+    environment:
+      - DB_HOST=db
+      - DB_PORT=5432
+      - REDIS_URL=redis://cache:6379/0
+      - DEBUG=False
+    restart: unless-stopped
+
+volumes:
+  postgres_data:
diff --git a/docs/Setup.md b/docs/Setup.md
index 9b70362..f199a42 100644
--- a/docs/Setup.md
+++ b/docs/Setup.md
@@ -1,22 +1,44 @@
 # Development
+## Script Setup
+Environment:  
 
+- linux  
+
+- python `uv`, `docker`  
+
+- python >= 3.12
+
+---
+
+1. `git clone ssh://git@github.com/Tech-JI/CourseReview.git `
+
+2. `cd CourseReview`
+
+3. `git checkout dev`
+
+4. `bash dev.sh`
+
+5. fill in secret config in `.env`
+
+## Manually Setup
 Environment:
 
 - Ubuntu Linux (most modern Linux distros and MacOS are supposedly supported.)
 
 - Use your corresponding package manager. This guide uses ubuntu/debian's `apt`, python `uv`, modern javascript runtime and package manager `bun`.
 
-- python 3.10 to 3.13
+- python >= 3.12
+
 
 ---
 
-1. `git clone git@github.com:TechJI-2023/CourseReview.git`
+1. `git clone ssh://git@github.com/Tech-JI/CourseReview.git `
 
 2. `cd CourseReview`
 
 3. `git checkout dev`
 
-4. `uv sync`
+4. `uv venv .venv` and `uv sync`
 
 5. `uv run pre-commit install` (for installing git hook in .git)
 
@@ -35,7 +57,8 @@ Environment:
    DEBUG=True
    OFFERINGS_THRESHOLD_FOR_TERM_UPDATE=100
    ```
-   Also cp .env.example in frontend/ and rename it .env.
+
+Fill in other secret configs manually.  
 
 8. Build static files: `make collect`
 
@@ -112,8 +135,9 @@ Environment:
        u.is_admin = True
        u.save()
        ```
+## Fetch Data(test)
 
-13. Crawl data from JI official website:
+1. Crawl data from JI official website:
 
     1. Edit `COURSE_DETAIL_URL_PREFIX` in `apps/spider/crawlers/orc.py`: Add a number after url param `id` like this: `...?id=23`, so only course id starting from 23 (e.g. 230-239, 2300) will be crawled, so as to save time during development. Remember not to commit this change.
 
@@ -126,4 +150,6 @@ Environment:
        crawl_and_import_data()
        ```
 
-14. Run frontend (dev mode): `make dev-frontend` and visit http://127.0.0.1:5173/
+# Local Development
+
+run `make run` to run the backend.  
diff --git a/podman-compose.yaml b/podman-compose.yaml
new file mode 100644
index 0000000..f70c20b
--- /dev/null
+++ b/podman-compose.yaml
@@ -0,0 +1,45 @@
+services:
+  db:
+    image: postgres:16-alpine
+    volumes:
+      - postgres_data:/var/lib/postgresql/data/
+    environment:
+      - POSTGRES_DB=coursereview
+      - POSTGRES_USER=admin
+      - POSTGRES_PASSWORD=test
+    ports:
+      - "5432:5432"
+    healthcheck:
+      test: ["CMD-SHELL", "pg_isready -U admin -d coursereview"]
+      interval: 10s
+      timeout: 5s
+      retries: 5
+    restart: unless-stopped
+
+  cache:
+    image: valkey/valkey:7-alpine
+    ports:
+      - "6379:6379"
+    healthcheck:
+      test: ["CMD", "valkey-cli", "ping"]
+      interval: 10s
+      timeout: 5s
+      retries: 5
+    restart: unless-stopped
+
+  backend:
+    image: coursereview
+    ports:
+      - "8000:8000"
+    depends_on:
+      - db
+      - cache
+    environment:
+      - DB_HOST=db
+      - DB_PORT=5432
+      - REDIS_URL=redis://cache:6379/0
+      - DEBUG=False
+    restart: unless-stopped
+
+volumes:
+  postgres_data:
diff --git a/pyproject.toml b/pyproject.toml
index ef49a79..96ec802 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,13 +1,14 @@
 [project]
 name = ""
 version = "0.0.1"
+requires-python = "==3.13.*"
 dependencies = [
+    "psycopg2-binary>=2.9.10",
     "beautifulsoup4>=4.13.3",
     "dj-database-url>=2.3.0",
     "django>=5.1.6",
     "django-debug-toolbar>=5.0.1",
     "httpx>=0.28.1",
-    "psycopg2-binary>=2.9.10",
     "python-dateutil>=2.9.0",
     "python-dotenv>=1.0.1",
     "pytz>=2025.1",
@@ -19,8 +20,10 @@ dependencies = [
     "django-cors-headers>=4.7.0",
     "django-redis",
     "pyyaml>=6.0.2",
+		"gunicorn>=23.0.0"
 ]
 
+
 [tool.uv]
 package = false
 
diff --git a/scripts/dev.sh b/scripts/dev.sh
new file mode 100644
index 0000000..ccf4f94
--- /dev/null
+++ b/scripts/dev.sh
@@ -0,0 +1,126 @@
+#!/bin/bash
+
+# Redirect all output to both stdout and a log file for debugging
+exec > >(tee -a dev_setup.log) 2>&1
+
+set -e
+
+echo "Setting up the development environment..."
+
+# Step 1-4: Create virtual environment, install dependencies, setup pre-commit hooks
+echo "[INFO] Creating virtual environment..."
+uv venv .venv
+source .venv/bin/activate
+echo "[INFO] Installing dependencies..."
+uv sync
+echo "[INFO] Setting up pre-commit hooks..."
+uv run pre-commit install
+
+# Step 6: Make directory for builds of static files
+echo "[INFO] Creating static files directory..."
+mkdir -p staticfiles
+mkdir -p website/static
+
+# Step 7: Create .env file for storing secrets
+echo "[INFO] Creating .env file..."
+echo "[INFO] Secret config should be manually added. "
+cp .env.example .env
+
+# Step 8: Build static files
+echo "[INFO] Building static files..."
+make collect
+
+# Step 9: Configure database using Docker with lightweight images
+echo "[INFO] Starting PostgreSQL container..."
+# Stop and remove any existing container with the same name
+docker stop coursereview-postgres 2>/dev/null || true
+docker rm coursereview-postgres 2>/dev/null || true
+
+docker run -d --name coursereview-postgres -p 5432:5432 \
+  -e POSTGRES_DB=coursereview \
+  -e POSTGRES_USER=admin \
+  -e POSTGRES_PASSWORD=test \
+  --restart unless-stopped \
+  postgres:16-alpine
+
+# Wait for PostgreSQL to be ready
+echo "[INFO] Waiting for PostgreSQL to be ready..."
+POSTGRES_MAX_RETRIES=8
+POSTGRES_WAIT_TIME=2
+until docker exec coursereview-postgres pg_isready -U admin; do
+    POSTGRES_MAX_RETRIES=$((POSTGRES_MAX_RETRIES - 1))
+    if [ $POSTGRES_MAX_RETRIES -eq 0 ]; then
+        echo "[ERROR] PostgreSQL is not ready after multiple attempts"
+        exit 1
+    fi
+    echo "[INFO] Waiting for PostgreSQL... $POSTGRES_MAX_RETRIES attempts remaining"
+    sleep $POSTGRES_WAIT_TIME
+done
+
+# Check if PostgreSQL container is running
+if docker ps | grep coursereview-postgres > /dev/null; then
+    echo "[INFO] PostgreSQL container is running"
+else
+    echo "[ERROR] PostgreSQL container failed to start"
+    exit 1
+fi
+
+# Step 10: Run valkey using docker with a lightweight image
+echo "[INFO] Starting Valkey container..."
+# Stop and remove any existing container with the same name
+docker stop valkey-cache 2>/dev/null || true
+docker rm valkey-cache 2>/dev/null || true
+
+docker run -d --name valkey-cache -p 6379:6379 \
+  --restart unless-stopped \
+  valkey/valkey:7-alpine
+
+# Wait for Valkey to be ready
+echo "[INFO] Waiting for Valkey to be ready..."
+VALKEY_MAX_RETRIES=8
+VALKEY_WAIT_TIME=2
+until docker exec valkey-cache redis-cli ping; do
+    VALKEY_MAX_RETRIES=$((VALKEY_MAX_RETRIES - 1))
+    if [ $VALKEY_MAX_RETRIES -eq 0 ]; then
+        echo "[ERROR] Valkey is not ready after multiple attempts"
+        exit 1
+    fi
+    echo "[INFO] Waiting for Valkey... $VALKEY_MAX_RETRIES attempts remaining"
+    sleep $VALKEY_WAIT_TIME
+done
+
+# Check if Valkey container is running
+if docker ps | grep valkey-cache > /dev/null; then
+    echo "[INFO] Valkey container is running"
+else
+    echo "[ERROR] Valkey container failed to start"
+    exit 1
+fi
+
+# Step 9 continued: Auto setup database connection and static file routes in Django
+echo "[INFO] Running Django migrations and creating database tables..."
+make migrate
+
+# Step 12: Add local admin
+echo "[INFO] Creating superuser..."
+make createsuperuser
+
+echo "[INFO] Setting up admin permissions..."
+# Execute the Python commands to make the last user an admin
+make shell << 'EOF'
+from django.contrib.auth.models import User
+u = User.objects.last()
+if u:
+    u.is_active = True
+    u.is_staff = True
+    u.is_admin = True
+    u.save()
+    print(f"User {u.username} has been made an admin.")
+else:
+    print("No user found to make admin.")
+EOF
+
+echo "[INFO] Development environment setup complete!"
+echo "PostgreSQL and Valkey are running in Docker containers."
+echo "You can now run 'make run' to start the development server."
+echo "[INFO] Log saved to dev_setup.log"
diff --git a/scripts/entrypoint.py b/scripts/entrypoint.py
new file mode 100644
index 0000000..48da5f1
--- /dev/null
+++ b/scripts/entrypoint.py
@@ -0,0 +1,37 @@
+import os
+import subprocess
+import sys
+
+import django
+
+sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
+os.environ.setdefault("DJANGO_SETTINGS_MODULE", "website.settings")
+django.setup()
+
+from django.contrib.auth.models import User
+
+print("🔧 Running migrations...")
+subprocess.run(["python3", "manage.py", "makemigrations"], check=True)
+subprocess.run(["python3", "manage.py", "migrate"], check=True)
+
+print("👤 Creating admin user...")
+subprocess.run(["python3", "create_admin.py"], check=True)
+
+print("🛠 Setting admin permissions...")
+try:
+    u = User.objects.latest("id")
+    if u:
+        u.is_active = True
+        u.is_staff = True
+        u.is_superuser = True
+        u.save()
+        print(f"✅ User {u.username} has been made a superuser.")
+except User.DoesNotExist:
+    print("⚠️ No user found to make admin.")
+
+
+print("✅ Deployment complete!")
+
+print("[ENTRYPOINT] Starting Gunicorn...")
+
+subprocess.run(["gunicorn", "website.wsgi:application", "--bind", "0.0.0.0:8000"])
diff --git a/uv.lock b/uv.lock
index 5202b8b..4201397 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,6 +1,6 @@
 version = 1
-revision = 3
-requires-python = ">=3.13"
+revision = 2
+requires-python = "==3.13.*"
 
 [[package]]
 name = ""
@@ -15,6 +15,7 @@ dependencies = [
     { name = "django-debug-toolbar" },
     { name = "django-redis" },
     { name = "djangorestframework" },
+    { name = "gunicorn" },
     { name = "httpx" },
     { name = "psycopg2-binary" },
     { name = "ptpython" },
@@ -41,6 +42,7 @@ requires-dist = [
     { name = "django-debug-toolbar", specifier = ">=5.0.1" },
     { name = "django-redis" },
     { name = "djangorestframework", specifier = ">=3.16.0" },
+    { name = "gunicorn", specifier = ">=23.0.0" },
     { name = "httpx", specifier = ">=0.28.1" },
     { name = "psycopg2-binary", specifier = ">=2.9.10" },
     { name = "ptpython", specifier = ">=3.0.29" },
@@ -58,73 +60,73 @@ dev = [{ name = "pre-commit", specifier = ">=4.3.0" }]
 [[package]]
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 version = "1.89.0"
-source = { registry = "https://pypi.org/simple" }
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+source = { registry = "https://pypi.tuna.tsinghua.edu.cn/simple/" }
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 ]
 
 [[package]]
 name = "anyio"
 version = "4.10.0"
-source = { registry = "https://pypi.org/simple" }
+source = { registry = "https://pypi.tuna.tsinghua.edu.cn/simple/" }
 dependencies = [
     { name = "idna" },
     { name = "sniffio" },
 ]
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+    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/6f/12/e5e0282d673bb9746bacfb6e2dba8719989d3660cdb2ea79aee9a9651afb/anyio-4.10.0-py3-none-any.whl", hash = "sha256:60e474ac86736bbfd6f210f7a61218939c318f43f9972497381f1c5e930ed3d1", size = 107213, upload-time = "2025-08-04T08:54:24.882Z" },
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