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Get Started Free →Django architecture patterns, REST API design with DRF, ORM best practices, caching, signals, middleware, and production-grade Django apps.
.claude/skills/loulanyue-django-patterns/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-03 | ✓→✓ | = Same ✓ | 236% | 0% |
| case-04 | ✓→✓ | = Same ✓ | 361% | 0% |
| case-21 | ✓→✓ | = Same ✓ | 223% | 0% |
| case-05 | ✓→✓ | = Same ✓ | 306% | 0% |
| case-06 | ✓→✓ | = Same ✓ | 309% | 0% |
Production-grade Django architecture patterns for scalable, maintainable applications.
myproject/
├── config/
│ ├── __init__.py
│ ├── settings/
│ │ ├── __init__.py
│ │ ├── base.py # Base settings
│ │ ├── development.py # Dev settings
│ │ ├── production.py # Production settings
│ │ └── test.py # Test settings
│ ├── urls.py
│ ├── wsgi.py
│ └── asgi.py
├── manage.py
└── apps/
├── __init__.py
├── users/
│ ├── __init__.py
│ ├── models.py
│ ├── views.py
│ ├── serializers.py
│ ├── urls.py
│ ├── permissions.py
│ ├── filters.py
│ ├── services.py
│ └── tests/
└── products/
└── ...python# config/settings/base.py from pathlib import Path BASE_DIR = Path(__file__).resolve().parent.parent.parent SECRET_KEY = env('DJANGO_SECRET_KEY') DEBUG = False ALLOWED_HOSTS = [] INSTALLED_APPS = [ 'django.contrib.admin', 'django.contrib.auth', 'django.contrib.contenttypes', 'django.contrib.sessions', 'django.contrib.messages', 'django.contrib.staticfiles', 'rest_framework', 'rest_framework.authtoken', 'corsheaders', # Local apps 'apps.users', 'apps.products', ] MIDDLEWARE = [ 'django.middleware.security.SecurityMiddleware', 'whitenoise.middleware.WhiteNoiseMiddleware', 'django.contrib.sessions.middleware.SessionMiddleware', 'corsheaders.middleware.CorsMiddleware', 'django.middleware.common.CommonMiddleware', 'django.middleware.csrf.CsrfViewMiddleware', 'django.contrib.auth.middleware.AuthenticationMiddleware', 'django.contrib.messages.middleware.MessageMiddleware', 'django.middleware.clickjacking.XFrameOptionsMiddleware', ] ROOT_URLCONF = 'config.urls' WSGI_APPLICATION = 'config.wsgi.application' DATABASES = { 'default': { 'ENGINE': 'django.db.backends.postgresql', 'NAME': env('DB_NAME'), 'USER': env('DB_USER'), 'PASSWORD': env('DB_PASSWORD'), 'HOST': env('DB_HOST'), 'PORT': env('DB_PORT', default='5432'), } } # config/settings/development.py from .base import * DEBUG = True ALLOWED_HOSTS = ['localhost', '127.0.0.1'] DATABASES['default']['NAME'] = 'myproject_dev' INSTALLED_APPS += ['debug_toolbar'] MIDDLEWARE += ['debug_toolbar.middleware.DebugToolbarMiddleware'] EMAIL_BACKEND = 'django.core.mail.backends.console.EmailBackend' # config/settings/production.py from .base import * DEBUG = False ALLOWED_HOSTS = env.list('ALLOWED_HOSTS') SECURE_SSL_REDIRECT = True SESSION_COOKIE_SECURE = True CSRF_COOKIE_SECURE = True SECURE_HSTS_SECONDS = 31536000 SECURE_HSTS_INCLUDE_SUBDOMAINS = True SECURE_HSTS_PRELOAD = True # Logging LOGGING = { 'version': 1, 'disable_existing_loggers': False, 'handlers': { 'file': { 'level': 'WARNING', 'class': 'logging.FileHandler', 'filename': '/var/log/django/django.log', }, }, 'loggers': { 'django': { 'handlers': ['file'], 'level': 'WARNING', 'propagate': True, }, }, }
pythonfrom django.db import models from django.contrib.auth.models import AbstractUser from django.core.validators import MinValueValidator, MaxValueValidator class User(AbstractUser): """Custom user model extending AbstractUser.""" email = models.EmailField(unique=True) phone = models.CharField(max_length=20, blank=True) birth_date = models.DateField(null=True, blank=True) USERNAME_FIELD = 'email' REQUIRED_FIELDS = ['username'] class Meta: db_table = 'users' verbose_name = 'user' verbose_name_plural = 'users' ordering = ['-date_joined'] def __str__(self): return self.email def get_full_name(self): return f"{self.first_name} {self.last_name}".strip() class Product(models.Model): """Product model with proper field configuration.""" name = models.CharField(max_length=200) slug = models.SlugField(unique=True, max_length=250) description = models.TextField(blank=True) price = models.DecimalField( max_digits=10, decimal_places=2, validators=[MinValueValidator(0)] ) stock = models.PositiveIntegerField(default=0) is_active = models.BooleanField(default=True) category = models.ForeignKey( 'Category', on_delete=models.CASCADE, related_name='products' ) tags = models.ManyToManyField('Tag', blank=True, related_name='products') created_at = models.DateTimeField(auto_now_add=True) updated_at = models.DateTimeField(auto_now=True) class Meta: db_table = 'products' ordering = ['-created_at'] indexes = [ models.Index(fields=['slug']), models.Index(fields=['-created_at']), models.Index(fields=['category', 'is_active']), ] constraints = [ models.CheckConstraint( check=models.Q(price__gte=0), name='price_non_negative' ) ] def __str__(self): return self.name def save(self, *args, **kwargs): if not self.slug: self.slug = slugify(self.name) super().save(*args, **kwargs)
pythonfrom django.db import models class ProductQuerySet(models.QuerySet): """Custom QuerySet for Product model.""" def active(self): """Return only active products.""" return self.filter(is_active=True) def with_category(self): """Select related category to avoid N+1 queries.""" return self.select_related('category') def with_tags(self): """Prefetch tags for many-to-many relationship.""" return self.prefetch_related('tags') def in_stock(self): """Return products with stock > 0.""" return self.filter(stock__gt=0) def search(self, query): """Search products by name or description.""" return self.filter( models.Q(name__icontains=query) | models.Q(description__icontains=query) ) class Product(models.Model): # ... fields ... objects = ProductQuerySet.as_manager() # Use custom QuerySet # Usage Product.objects.active().with_category().in_stock()
pythonclass ProductManager(models.Manager): """Custom manager for complex queries.""" def get_or_none(self, **kwargs): """Return object or None instead of DoesNotExist.""" try: return self.get(**kwargs) except self.model.DoesNotExist: return None def create_with_tags(self, name, price, tag_names): """Create product with associated tags.""" product = self.create(name=name, price=price) tags = [Tag.objects.get_or_create(name=name)[0] for name in tag_names] product.tags.set(tags) return product def bulk_update_stock(self, product_ids, quantity): """Bulk update stock for multiple products.""" return self.filter(id__in=product_ids).update(stock=quantity) # In model class Product(models.Model): # ... fields ... custom = ProductManager()
pythonfrom rest_framework import serializers from django.contrib.auth.password_validation import validate_password from .models import Product, User class ProductSerializer(serializers.ModelSerializer): """Serializer for Product model.""" category_name = serializers.CharField(source='category.name', read_only=True) average_rating = serializers.FloatField(read_only=True) discount_price = serializers.SerializerMethodField() class Meta: model = Product fields = [ 'id', 'name', 'slug', 'description', 'price', 'discount_price', 'stock', 'category_name', 'average_rating', 'created_at' ] read_only_fields = ['id', 'slug', 'created_at'] def get_discount_price(self, obj): """Calculate discount price if applicable.""" if hasattr(obj, 'discount') and obj.discount: return obj.price * (1 - obj.discount.percent / 100) return obj.price def validate_price(self, value): """Ensure price is non-negative.""" if value < 0: raise serializers.ValidationError("Price cannot be negative.") return value class ProductCreateSerializer(serializers.ModelSerializer): """Serializer for creating products.""" class Meta: model = Product fields = ['name', 'description', 'price', 'stock', 'category'] def validate(self, data): """Custom validation for multiple fields.""" if data['price'] > 10000 and data['stock'] > 100: raise serializers.ValidationError( "Cannot have high-value products with large stock." ) return data class UserRegistrationSerializer(serializers.ModelSerializer): """Serializer for user registration.""" password = serializers.CharField( write_only=True, required=True, validators=[validate_password], style={'input_type': 'password'} ) password_confirm = serializers.CharField(write_only=True, style={'input_type': 'password'}) class Meta: model = User fields = ['email', 'username', 'password', 'password_confirm'] def validate(self, data): """Validate passwords match.""" if data['password'] != data['password_confirm']: raise serializers.ValidationError({ "password_confirm": "Password fields didn't match." }) return data def create(self, validated_data): """Create user with hashed password.""" validated_data.pop('password_confirm') password = validated_data.pop('password') user = User.objects.create(**validated_data) user.set_password(password) user.save() return user
pythonfrom rest_framework import viewsets, status, filters from rest_framework.decorators import action from rest_framework.response import Response from rest_framework.permissions import IsAuthenticated, IsAdminUser from django_filters.rest_framework import DjangoFilterBackend from .models import Product from .serializers import ProductSerializer, ProductCreateSerializer from .permissions import IsOwnerOrReadOnly from .filters import ProductFilter from .services import ProductService class ProductViewSet(viewsets.ModelViewSet): """ViewSet for Product model.""" queryset = Product.objects.select_related('category').prefetch_related('tags') permission_classes = [IsAuthenticated, IsOwnerOrReadOnly] filter_backends = [DjangoFilterBackend, filters.SearchFilter, filters.OrderingFilter] filterset_class = ProductFilter search_fields = ['name', 'description'] ordering_fields = ['price', 'created_at', 'name'] ordering = ['-created_at'] def get_serializer_class(self): """Return appropriate serializer based on action.""" if self.action == 'create': return ProductCreateSerializer return ProductSerializer def perform_create(self, serializer): """Save with user context.""" serializer.save(created_by=self.request.user) @action(detail=False, methods=['get']) def featured(self, request): """Return featured products.""" featured = self.queryset.filter(is_featured=True)[:10] serializer = self.get_serializer(featured, many=True) return Response(serializer.data) @action(detail=True, methods=['post']) def purchase(self, request, pk=None): """Purchase a product.""" product = self.get_object() service = ProductService() result = service.purchase(product, request.user) return Response(result, status=status.HTTP_201_CREATED) @action(detail=False, methods=['get'], permission_classes=[IsAuthenticated]) def my_products(self, request): """Return products created by current user.""" products = self.queryset.filter(created_by=request.user) page = self.paginate_queryset(products) serializer = self.get_serializer(page, many=True) return self.get_paginated_response(serializer.data)
pythonfrom rest_framework.decorators import api_view, permission_classes from rest_framework.permissions import IsAuthenticated from rest_framework.response import Response @api_view(['POST']) @permission_classes([IsAuthenticated]) def add_to_cart(request): """Add product to user cart.""" product_id = request.data.get('product_id') quantity = request.data.get('quantity', 1) try: product = Product.objects.get(id=product_id) except Product.DoesNotExist: return Response( {'error': 'Product not found'}, status=status.HTTP_404_NOT_FOUND ) cart, _ = Cart.objects.get_or_create(user=request.user) CartItem.objects.create( cart=cart, product=product, quantity=quantity ) return Response({'message': 'Added to cart'}, status=status.HTTP_201_CREATED)
python# apps/orders/services.py from typing import Optional from django.db import transaction from .models import Order, OrderItem class OrderService: """Service layer for order-related business logic.""" @staticmethod @transaction.atomic def create_order(user, cart: Cart) -> Order: """Create order from cart.""" order = Order.objects.create( user=user, total_price=cart.total_price ) for item in cart.items.all(): OrderItem.objects.create( order=order, product=item.product, quantity=item.quantity, price=item.product.price ) # Clear cart cart.items.all().delete() return order @staticmethod def process_payment(order: Order, payment_data: dict) -> bool: """Process payment for order.""" # Integration with payment gateway payment = PaymentGateway.charge( amount=order.total_price, token=payment_data['token'] ) if payment.success: order.status = Order.Status.PAID order.save() # Send confirmation email OrderService.send_confirmation_email(order) return True return False @staticmethod def send_confirmation_email(order: Order): """Send order confirmation email.""" # Email sending logic pass
pythonfrom django.views.decorators.cache import cache_page from django.utils.decorators import method_decorator @method_decorator(cache_page(60 * 15), name='dispatch') # 15 minutes class ProductListView(generic.ListView): model = Product template_name = 'products/list.html' context_object_name = 'products'
django{% load cache %} {% cache 500 sidebar %} ... expensive sidebar content ... {% endcache %}
pythonfrom django.core.cache import cache def get_featured_products(): """Get featured products with caching.""" cache_key = 'featured_products' products = cache.get(cache_key) if products is None: products = list(Product.objects.filter(is_featured=True)) cache.set(cache_key, products, timeout=60 * 15) # 15 minutes return products
pythonfrom django.core.cache import cache def get_popular_categories(): cache_key = 'popular_categories' categories = cache.get(cache_key) if categories is None: categories = list(Category.objects.annotate( product_count=Count('products') ).filter(product_count__gt=10).order_by('-product_count')[:20]) cache.set(cache_key, categories, timeout=60 * 60) # 1 hour return categories
python# apps/users/signals.py from django.db.models.signals import post_save from django.dispatch import receiver from django.contrib.auth import get_user_model from .models import Profile User = get_user_model() @receiver(post_save, sender=User) def create_user_profile(sender, instance, created, **kwargs): """Create profile when user is created.""" if created: Profile.objects.create(user=instance) @receiver(post_save, sender=User) def save_user_profile(sender, instance, **kwargs): """Save profile when user is saved.""" instance.profile.save() # apps/users/apps.py from django.apps import AppConfig class UsersConfig(AppConfig): default_auto_field = 'django.db.models.BigAutoField' name = 'apps.users' def ready(self): """Import signals when app is ready.""" import apps.users.signals
python# middleware/active_user_middleware.py import time from django.utils.deprecation import MiddlewareMixin class ActiveUserMiddleware(MiddlewareMixin): """Middleware to track active users.""" def process_request(self, request): """Process incoming request.""" if request.user.is_authenticated: # Update last active time request.user.last_active = timezone.now() request.user.save(update_fields=['last_active']) class RequestLoggingMiddleware(MiddlewareMixin): """Middleware for logging requests.""" def process_request(self, request): """Log request start time.""" request.start_time = time.time() def process_response(self, request, response): """Log request duration.""" if hasattr(request, 'start_time'): duration = time.time() - request.start_time logger.info(f'{request.method} {request.path} - {response.status_code} - {duration:.3f}s') return response
python# Bad - N+1 queries products = Product.objects.all() for product in products: print(product.category.name) # Separate query for each product # Good - Single query with select_related products = Product.objects.select_related('category').all() for product in products: print(product.category.name) # Good - Prefetch for many-to-many products = Product.objects.prefetch_related('tags').all() for product in products: for tag in product.tags.all(): print(tag.name)
pythonclass Product(models.Model): name = models.CharField(max_length=200, db_index=True) slug = models.SlugField(unique=True) category = models.ForeignKey('Category', on_delete=models.CASCADE) created_at = models.DateTimeField(auto_now_add=True) class Meta: indexes = [ models.Index(fields=['name']), models.Index(fields=['-created_at']), models.Index(fields=['category', 'created_at']), ]
python# Bulk create Product.objects.bulk_create([ Product(name=f'Product {i}', price=10.00) for i in range(1000) ]) # Bulk update products = Product.objects.all()[:100] for product in products: product.is_active = True Product.objects.bulk_update(products, ['is_active']) # Bulk delete Product.objects.filter(stock=0).delete()
| Pattern | Description | |---------|-------------| | Split settings | Separate dev/prod/test settings | | Custom QuerySet | Reusable query methods | | Service Layer | Business logic separation | | ViewSet | REST API endpoints | | Serializer validation | Request/response transformation | | select_related | Foreign key optimization | | prefetch_related | Many-to-many optimization | | Cache first | Cache expensive operations | | Signals | Event-driven actions | | Middleware | Request/response processing |
Remember: Django provides many shortcuts, but for production applications, structure and organization matter more than concise code. Build for maintainability.
| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-01 | fail→fail | 17,985 | 17,739 | -1% | 1 | 1 | 0% | 3,633 | 9,314 | +156% | 0 | 0 | — |
case-02 | fail→fail | 15,272 | 14,032 | -8% | 1 | 1 | 0% | 2,992 | 8,436 | +182% | 0 | 0 | — |
case-03 | pass→pass | 10,712 | 8,013 | -25% | 1 | 1 | 0% | 2,069 | 6,953 | +236% | 0 | 0 | — |
case-04 | pass→pass | 8,241 | 6,090 | -26% | 1 | 1 | 0% | 1,437 | 6,623 | +361% | 0 | 0 | — |
case-21 | pass→pass | 14,138 | 17,068 | +21% | 1 | 1 | 0% | 2,794 | 9,020 | +223% | 0 | 0 | — |
case-05 | pass→pass | 10,098 | 8,412 | -17% | 1 | 1 | 0% | 1,706 | 6,924 | +306% | 0 | 0 | — |
case-06 | pass→pass | 8,128 | 5,665 | -30% | 1 | 1 | 0% | 1,576 | 6,445 | +309% | 0 | 0 | — |
case-07 | fail→fail | 12,112 | 10,663 | -12% | 1 | 1 | 0% | 2,478 | 7,609 | +207% | 0 | 0 | — |
case-08 | pass→pass | 7,608 | 4,972 | -35% | 1 | 1 | 0% | 1,350 | 6,374 | +372% | 0 | 0 | — |
case-09 | pass→pass | 9,742 | 8,484 | -13% | 1 | 1 | 0% | 1,898 | 7,137 | +276% | 0 | 0 | — |
case-10 | pass→pass | 16,278 | 14,338 | -12% | 1 | 1 | 0% | 2,813 | 8,144 | +190% | 0 | 0 | — |
case-11 | pass→pass | 10,254 | 7,333 | -28% | 1 | 1 | 0% | 1,810 | 6,982 | +286% | 0 | 0 | — |
case-12 | pass→pass | 11,262 | 8,048 | -29% | 1 | 1 | 0% | 1,977 | 6,994 | +254% | 0 | 0 | — |
case-13 | pass→pass | 8,696 | 7,604 | -13% | 1 | 1 | 0% | 1,561 | 6,914 | +343% | 0 | 0 | — |
case-14 | fail→fail | 9,884 | 9,511 | -4% | 1 | 1 | 0% | 1,776 | 7,181 | +304% | 0 | 0 | — |
case-15 | pass→pass | 3,595 | 3,290 | -8% | 1 | 1 | 0% | 633 | 6,082 | +861% | 0 | 0 | — |
case-16 | pass→pass | 6,880 | 4,353 | -37% | 1 | 1 | 0% | 1,226 | 6,254 | +410% | 0 | 0 | — |
case-17 | pass→pass | 9,502 | 7,842 | -17% | 1 | 1 | 0% | 1,738 | 6,950 | +300% | 0 | 0 | — |
case-18 | pass→pass | 12,513 | 7,872 | -37% | 1 | 1 | 0% | 2,156 | 6,951 | +222% | 0 | 0 | — |
case-19 | pass→pass | 7,351 | 3,966 | -46% | 1 | 1 | 0% | 1,387 | 6,125 | +342% | 0 | 0 | — |
case-20 | pass→pass | 13,161 | 11,647 | -12% | 1 | 1 | 0% | 2,468 | 7,938 | +222% | 0 | 0 | — |
case-22 | pass→pass | 12,361 | 12,148 | -2% | 1 | 1 | 0% | 2,404 | 7,806 | +225% | 0 | 0 | — |
DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 22 cases were attempted. The headline lift of 0 percentage points is the difference between those two pass rates over the 22 comparable cases.
Other measured skills in the registry, with their headline benchmark lift.