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This skill guides implementing Django REST Framework patterns for secure, scalable APIs with proper serializers, viewsets, filters, and OpenAPI docs.
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---
name: django-drf
description: >
Django REST Framework patterns.
Trigger: When implementing generic DRF APIs (ViewSets, serializers, routers, permissions, filtersets). For Prowler API specifics (RLS/RBAC/Providers), also use prowler-api.
license: Apache-2.0
metadata:
author: prowler-cloud
version: "1.2.0"
scope: [root, api]
auto_invoke:
- "Creating ViewSets, serializers, or filters in api/"
- "Implementing JSON:API endpoints"
- "Adding DRF pagination or permissions"
allowed-tools: Read, Edit, Write, Glob, Grep, Bash, WebFetch, WebSearch, Task
---
## Critical Patterns
- ALWAYS separate serializers by operation: Read / Create / Update / Include
- ALWAYS use `filterset_class` for complex filtering (not `filterset_fields`)
- ALWAYS validate unknown fields in write serializers (inherit `BaseWriteSerializer`)
- ALWAYS use `select_related`/`prefetch_related` in `get_queryset()` to avoid N+1
- ALWAYS handle `swagger_fake_view` in `get_queryset()` for schema generation
- ALWAYS use `@extend_schema_field` for OpenAPI docs on `SerializerMethodField`
- NEVER put business logic in serializers - use services/utils
- NEVER use auto-increment PKs - use UUIDv4 or UUIDv7
- NEVER use trailing slashes in URLs (`trailing_slash=False`)
> **Note:** `swagger_fake_view` is specific to **drf-spectacular** for OpenAPI schema generation.
---
## Implementation Checklist
When implementing a new endpoint, review these patterns in order:
| # | Pattern | Reference | Key Points |
|---|---------|-----------|------------|
| 1 | **Models** | `api/models.py` | UUID PK, `inserted_at`/`updated_at`, `JSONAPIMeta.resource_name` |
| 2 | **ViewSets** | `api/base_views.py`, `api/v1/views.py` | Inherit `BaseRLSViewSet`, `get_queryset()` with N+1 prevention |
| 3 | **Serializers** | `api/v1/serializers.py` | Separate Read/Create/Update/Include, inherit `BaseWriteSerializer` |
| 4 | **Filters** | `api/filters.py` | Use `filterset_class`, inherit base filter classes |
| 5 | **Permissions** | `api/base_views.py` | `required_permissions`, `set_required_permissions()` |
| 6 | **Pagination** | `api/pagination.py` | Custom pagination class if needed |
| 7 | **URL Routing** | `api/v1/urls.py` | `trailing_slash=False`, kebab-case paths |
| 8 | **OpenAPI Schema** | `api/v1/views.py` | `@extend_schema_view` with drf-spectacular |
| 9 | **Tests** | `api/tests/test_views.py` | JSON:API content type, fixture patterns |
> **Full file paths**: See [references/file-locations.md](references/file-locations.md)
---
## Decision Trees
### Which Serializer?
```
GET list/retrieve → <Model>Serializer
POST create → <Model>CreateSerializer
PATCH update → <Model>UpdateSerializer
?include=... → <Model>IncludeSerializer
```
### Which Base Serializer?
```
Read-only serializer → BaseModelSerializerV1
Create with tenant_id → RLSSerializer + BaseWriteSerializer (auto-injects tenant_id on create)
Update with validation → BaseWriteSerializer (tenant_id already exists on object)
Non-model data → BaseSerializerV1
```
### Which Filter Base?
```
Direct FK to Provider → BaseProviderFilter
FK via Scan → BaseScanProviderFilter
No provider relation → FilterSet
```
### Which Base ViewSet?
```
RLS-protected model → BaseRLSViewSet (most common)
Tenant operations → BaseTenantViewset
User operations → BaseUserViewset
No RLS required → BaseViewSet (rare)
```
### Resource Name Format?
```
Single word model → plural lowercase (Provider → providers)
Multi-word model → plural lowercase kebab (ProviderGroup → provider-groups)
Through/join model → parent-child pattern (UserRoleRelationship → user-roles)
Aggregation/overview → descriptive kebab plural (ComplianceOverview → compliance-overviews)
```
---
## Serializer Patterns
### Base Class Hierarchy
```python
# Read serializer (most common)
class ProviderSerializer(RLSSerializer):
class Meta:
model = Provider
fields = ["id", "provider", "uid", "alias", "connected", "inserted_at"]
# Write serializer (validates unknown fields)
class ProviderCreateSerializer(RLSSerializer, BaseWriteSerializer):
class Meta:
model = Provider
fields = ["provider", "uid", "alias"]
# Include serializer (sparse fields for ?include=)
class ProviderIncludeSerializer(RLSSerializer):
class Meta:
model = Provider
fields = ["id", "alias"] # Minimal fields
```
### SerializerMethodField with OpenAPI
```python
from drf_spectacular.utils import extend_schema_field
class ProviderSerializer(RLSSerializer):
connection = serializers.SerializerMethodField(read_only=True)
@extend_schema_field({
"type": "object",
"properties": {
"connected": {"type": "boolean"},
"last_checked_at": {"type": "string", "format": "date-time"},
},
})
def get_connection(self, obj):
return {
"connected": obj.connected,
"last_checked_at": obj.connection_last_checked_at,
}
```
### Included Serializers (JSON:API)
```python
class ScanSerializer(RLSSerializer):
included_serializers = {
"provider": "api.v1.serializers.ProviderIncludeSerializer",
}
```
### Sensitive Data Masking
```python
def to_representation(self, instance):
data = super().to_representation(instance)
# Mask by default, expose only on explicit request
fields_param = self.context.get("request").query_params.get("fields[my-model]", "")
if "api_key" in fields_param:
data["api_key"] = instance.api_key_decoded
else:
data["api_key"] = "****" if instance.api_key else None
return data
```
---
## ViewSet Patterns
### get_queryset() with N+1 Prevention
**Always combine** `swagger_fake_view` check with `select_related`/`prefetch_related`:
```python
def get_queryset(self):
# REQUIRED: Return empty queryset for OpenAPI schema generation
if getattr(self, "swagger_fake_view", False):
return Provider.objects.none()
# N+1 prevention: eager load relationships
return Provider.objects.select_related(
"tenant",
).prefetch_related(
"provider_groups",
Prefetch("tags", queryset=ProviderTag.objects.filter(tenant_id=self.request.tenant_id)),
)
```
> **Why swagger_fake_view?** drf-spectacular introspects ViewSets to generate OpenAPI schemas. Without this check, it executes real queries and can fail without request context.
### Action-Specific Serializers
```python
def get_serializer_class(self):
if self.action == "create":
return ProviderCreateSerializer
elif self.action == "partial_update":
return ProviderUpdateSerializer
elif self.action in ["connection", "destroy"]:
return TaskSerializer
return ProviderSerializer
```
### Dynamic Permissions per Action
```python
class ProviderViewSet(BaseRLSViewSet):
required_permissions = [Permissions.MANAGE_PROVIDERS]
def set_required_permissions(self):
if self.action in ["list", "retrieve"]:
self.required_permissions = [] # Read-only = no permission
else:
self.required_permissions = [Permissions.MANAGE_PROVIDERS]
```
### Cache Decorator
```python
from django.utils.decorators import method_decorator
from django.views.decorators.cache import cache_control
CACHE_DECORATOR = cache_control(
max_age=django_settings.CACHE_MAX_AGE,
stale_while_revalidate=django_settings.CACHE_STALE_WHILE_REVALIDATE,
)
@method_decorator(CACHE_DECORATOR, name="list")
@method_decorator(CACHE_DECORATOR, name="retrieve")
class ProviderViewSet(BaseRLSViewSet):
pass
```
### Custom Actions
```python
# Detail action (operates on single object)
@action(detail=True, methods=["post"], url_name="connection")
def connection(self, request, pk=None):
instance = self.get_object()
# Process instance...
# List action (operates on collection)
@action(detail=False, methods=["get"], url_name="metadata")
def metadata(self, request):
queryset = self.filter_queryset(self.get_queryset())
# Aggregate over queryset...
```
---
## Filter Patterns
### Base Filter Classes
```python
class BaseProviderFilter(FilterSet):
"""For models with direct FK to Provider"""
provider_id = UUIDFilter(field_name="provider__id", lookup_expr="exact")
provider_id__in = UUIDInFilter(field_name="provider__id", lookup_expr="in")
provider_type = ChoiceFilter(field_name="provider__provider", choices=Provider.ProviderChoices.choices)
class BaseScanProviderFilter(FilterSet):
"""For models with FK to Scan (Scan has FK to Provider)"""
provider_id = UUIDFilter(field_name="scan__provider__id", lookup_expr="exact")
```
### Custom Multi-Value Filters
```python
class UUIDInFilter(BaseInFilter, UUIDFilter):
pass
class CharInFilter(BaseInFilter, CharFilter):
pass
class ChoiceInFilter(BaseInFilter, ChoiceFilter):
pass
```
### ArrayField Filtering
```python
# Single value contains
region = CharFilter(method="filter_region")
def filter_region(self, queryset, name, value):
return queryset.filter(resource_regions__contains=[value])
# Multi-value overlap
region__in = CharInFilter(field_name="resource_regions", lookup_expr="overlap")
```
### Date Range Validation
```python
def filter_queryset(self, queryset):
# Require date filter for performance
if not (date_filters_provided):
raise ValidationError([{
"detail": "At least one date filter is required",
"status": 400,
"source": {"pointer": "/data/attributes/inserted_at"},
"code": "required",
}])
# Validate max range
if date_range > settings.FINDINGS_MAX_DAYS_IN_RANGE:
raise ValidationError(...)
return super().filter_queryset(queryset)
```
### Dynamic FilterSet Selection
```python
def get_filterset_class(self):
if self.action in ["latest", "metadata_latest"]:
return LatestFindingFilter
return FindingFilter
```
### Enum Field Override
```python
class Meta:
model = Finding
filter_overrides = {
FindingDeltaEnumField: {"filter_class": CharFilter},
StatusEnumField: {"filter_class": CharFilter},
SeverityEnumField: {"filter_class": CharFilter},
}
```
---
## Performance Patterns
### PaginateByPkMixin
For large querysets with expensive joins:
```python
class PaginateByPkMixin:
def paginate_by_pk(self, request, base_queryset, manager,
select_related=None, prefetch_related=None):
# 1. Get PKs only (cheap)
pk_list = base_queryset.values_list("id", flat=True)
page = self.paginate_queryset(pk_list)
# 2. Fetch full objects for just the page
queryset = manager.filter(id__in=page)
if select_related:
queryset = queryset.select_related(*select_related)
if prefetch_related:
queryset = queryset.prefetch_related(*prefetch_related)
# 3. Re-sort to preserve DB ordering
queryset = sorted(queryset, key=lambda obj: page.index(obj.id))
return self.get_paginated_response(self.get_serializer(queryset, many=True).data)
```
### Prefetch in Serializers
```python
def get_tags(self, obj):
# Use prefetched tags if available
if hasattr(obj, "prefetched_tags"):
return {tag.key: tag.value for tag in obj.prefetched_tags}
# Fallback (causes N+1 if not prefetched)
return obj.get_tags(self.context.get("tenant_id"))
```
---
## Naming Conventions
| Entity | Pattern | Example |
|--------|---------|---------|
| Serializer (read) | `<Model>Serializer` | `ProviderSerializer` |
| Serializer (create) | `<Model>CreateSerializer` | `ProviderCreateSerializer` |
| Serializer (update) | `<Model>UpdateSerializer` | `ProviderUpdateSerializer` |
| Serializer (include) | `<Model>IncludeSerializer` | `ProviderIncludeSerializer` |
| Filter | `<Model>Filter` | `ProviderFilter` |
| ViewSet | `<Model>ViewSet` | `ProviderViewSet` |
---
## OpenAPI Documentation
```python
from drf_spectacular.utils import extend_schema, extend_schema_view
@extend_schema_view(
list=extend_schema(tags=["Provider"], summary="List all providers"),
retrieve=extend_schema(tags=["Provider"], summary="Retrieve provider"),
create=extend_schema(tags=["Provider"], summary="Create provider"),
)
@extend_schema(tags=["Provider"])
class ProviderViewSet(BaseRLSViewSet):
pass
```
---
## API Security Patterns
> **Full examples**: See [assets/security_patterns.py](assets/security_patterns.py)
| Pattern | Key Points |
|---------|------------|
| **Input Validation** | Use `validate_<field>()` for sanitization, `validate()` for cross-field |
| **Prevent Mass Assignment** | ALWAYS use explicit `fields` list, NEVER `__all__` or `exclude` |
| **Object-Level Permissions** | Implement `has_object_permission()` for ownership checks |
| **Rate Limiting** | Configure `DEFAULT_THROTTLE_RATES`, use per-view throttles for sensitive endpoints |
| **Prevent Info Disclosure** | Generic error messages, return 404 not 403 for unauthorized (prevents enumeration) |
| **SQL Injection** | ALWAYS use ORM parameterization, NEVER string interpolation in raw SQL |
### Quick Reference
```python
# Input validation in serializer
def validate_uid(self, value):
value = value.strip().lower()
if not re.match(r'^[a-z0-9-]+$', value):
raise serializers.ValidationError("Invalid format")
return value
# Explicit fields (prevent mass assignment)
class Meta:
fields = ["name", "email"] # GOOD: whitelist
read_only_fields = ["id", "inserted_at"] # System fields
# Object permission
class IsOwnerOrReadOnly(BasePermission):
def has_object_permission(self, request, view, obj):
if request.method in SAFE_METHODS:
return True
return obj.owner == request.user
# Throttling for sensitive endpoints
class BurstRateThrottle(UserRateThrottle):
rate = "10/minute"
# Safe error messages (prevent enumeration)
def get_object(self):
try:
return super().get_object()
except Http404:
raise NotFound("Resource not found") # Generic, no internal IDs
```
---
## Commands
```bash
# Development
cd api && poetry run python src/backend/manage.py runserver
cd api && poetry run python src/backend/manage.py shell
# Database
cd api && poetry run python src/backend/manage.py makemigrations
cd api && poetry run python src/backend/manage.py migrate
# Testing
cd api && poetry run pytest -x --tb=short
cd api && poetry run make lint
```
---
## Resources
### Local References
- **File Locations**: See [references/file-locations.md](references/file-locations.md)
- **JSON:API Conventions**: See [references/json-api-conventions.md](references/json-api-conventions.md)
- **Security Patterns**: See [assets/security_patterns.py](assets/security_patterns.py)
### Context7 MCP (Recommended)
**Prerequisite:** Install Context7 MCP server for up-to-date documentation lookup.
When implementing or debugging, query these libraries via `mcp_context7_query-docs`:
| Library | Context7 ID | Use For |
|---------|-------------|---------|
| **Django** | `/websites/djangoproject_en_5_2` | Models, ORM, migrations |
| **DRF** | `/websites/django-rest-framework` | ViewSets, serializers, permissions |
| **drf-spectacular** | `/tfranzel/drf-spectacular` | OpenAPI schema, `@extend_schema` |
**Example queries:**
```
mcp_context7_query-docs(libraryId="/websites/django-rest-framework", query="ViewSet get_queryset best practices")
mcp_context7_query-docs(libraryId="/tfranzel/drf-spectacular", query="extend_schema examples for custom actions")
mcp_context7_query-docs(libraryId="/websites/djangoproject_en_5_2", query="model constraints and indexes")
```
> **Note:** Use `mcp_context7_resolve-library-id` first if you need to find the correct library ID.
### External Docs
- **DRF Docs**: https://www.django-rest-framework.org/
- **DRF JSON:API**: https://django-rest-framework-json-api.readthedocs.io/
- **drf-spectacular**: https://drf-spectacular.readthedocs.io/
- **django-filter**: https://django-filter.readthedocs.io/
This skill captures Django REST Framework patterns used to implement robust, performant, and secure DRF APIs following Prowler conventions. It focuses on ViewSets, serializers, filtersets, permissions, routing, and OpenAPI integration with drf-spectacular. Use it to enforce consistent architecture, prevent common N+1 and schema-generation pitfalls, and follow tenant/RLS patterns.
The skill inspects DRF components and recommends patterns such as separate Read/Create/Update/Include serializers, BaseWriteSerializer for write validation, and explicit filterset_class usage. It checks get_queryset() implementations for swagger_fake_view handling and select_related/prefetch_related usage to avoid N+1. It also guides action-specific serializers, dynamic permissions, and OpenAPI annotations like @extend_schema_field for SerializerMethodField.
Why check swagger_fake_view in get_queryset()?
drf-spectacular introspects ViewSets during schema generation; returning an empty queryset prevents real DB queries that require request context and avoids failures.
When should I use BaseProviderFilter vs BaseScanProviderFilter?
Use BaseProviderFilter when the model has a direct foreign key to Provider. Use BaseScanProviderFilter when the model links to Provider through a Scan foreign key.