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| Status | Accepted |
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This BEP outlines the migration strategy from the deprecated Graphene library to Strawberry for GraphQL API implementation, including the creation of new endpoints and federation with existing ones.
- Current implementation uses Graphene for GraphQL API
- Graphene is deprecated and needs migration to Strawberry
- Existing endpoints have design limitations that need to be addressed:
- Lack of proper filtering mechanisms
- Inconsistent pagination patterns
- Poor type safety
- Non-standard GraphQL practices
- Need to maintain backward compatibility during transition
- Federation is required to enable gradual migration
- Primary Migration: Implement new GraphQL endpoints using Strawberry
- Federation: Enable federation between new Strawberry endpoints and existing Graphene endpoints
- Improved Design: Redesign endpoints to be more GraphQL-compliant
- Type Safety: Implement proper type-based operations for queries and mutations
- Performance: Achieve better query optimization and caching
- Developer Experience: Provide better tooling and documentation
- Strawberry GraphQL: Latest stable version (>= 0.200.0)
- Apollo Federation: For schema composition
- Python 3.9+: Runtime environment
- AsyncIO: For async operations
- Pydantic: For data validation and serialization
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Filter System
- Implement proper GraphQL filtering mechanisms
- Support for complex filter operations
- Type-safe filter definitions
- Support for nested filtering
Implementation Example:
import strawberry from typing import Optional, List from enum import Enum @strawberry.enum class StringFilterOperator(Enum): EQ = "eq" CONTAINS = "contains" STARTS_WITH = "starts_with" ENDS_WITH = "ends_with" @strawberry.input class StringFilter: operator: StringFilterOperator value: str @strawberry.input class UserFilter: name: Optional[StringFilter] = None email: Optional[StringFilter] = None created_at: Optional[DateTimeFilter] = None and_: Optional[List["UserFilter"]] = None or_: Optional[List["UserFilter"]] = None @strawberry.type class Query: @strawberry.field async def users( self, filter: Optional[UserFilter] = None, info: strawberry.Info ) -> List[User]: # Convert GraphQL filter to database query query = build_database_query(filter) return await execute_query(query)
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Ordering
- GraphQL-compliant ordering system
- Support for multiple field ordering
- Ascending/descending order options
- Null handling options
Implementation Example:
@strawberry.enum class OrderDirection(Enum): ASC = "asc" DESC = "desc" @strawberry.enum class NullsOrder(Enum): FIRST = "first" LAST = "last" @strawberry.input class OrderBy: field: str direction: OrderDirection = OrderDirection.ASC nulls: Optional[NullsOrder] = None @strawberry.type class Query: @strawberry.field async def users( self, order_by: Optional[List[OrderBy]] = None, info: strawberry.Info ) -> List[User]: # Convert GraphQL ordering to database query query = build_ordered_query(order_by) return await execute_query(query)
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Pagination
- Implement Relay-style cursor pagination
- Support for offset-based pagination where needed
- Proper connection types
- Forward and backward pagination
Implementation Example:
@strawberry.type class PageInfo: has_next_page: bool has_previous_page: bool start_cursor: Optional[str] end_cursor: Optional[str] @strawberry.type class UserEdge: cursor: str node: User @strawberry.type class UserConnection: edges: List[UserEdge] page_info: PageInfo total_count: int @strawberry.type class Query: @strawberry.field async def users( self, first: Optional[int] = None, after: Optional[str] = None, last: Optional[int] = None, before: Optional[str] = None, info: strawberry.Info ) -> UserConnection: # Implement cursor-based pagination return await paginate_users(first, after, last, before)
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Type System
- Strong typing for all GraphQL operations
- Proper input/output type definitions
- Type-based query and mutation operations
- Automatic validation and serialization
Implementation Example:
from datetime import datetime from typing import Optional import strawberry from pydantic import BaseModel, validator @strawberry.type class User: id: strawberry.ID name: str email: str created_at: datetime updated_at: datetime @strawberry.input class CreateUserInput: name: str email: str @validator('email') def validate_email(cls, v): if '@' not in v: raise ValueError('Invalid email format') return v @strawberry.input class UpdateUserInput: name: Optional[str] = None email: Optional[str] = None @strawberry.type class Mutation: @strawberry.mutation async def create_user( self, input: CreateUserInput, info: strawberry.Info ) -> User: # Type-safe mutation with automatic validation user_data = input.__dict__ return await create_user_service(user_data)
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Endpoint Coexistence
- New Strawberry endpoints alongside existing Graphene endpoints
- Federation layer to unify both implementations
- Gradual migration path
- Zero-downtime migration
-
Schema Composition
- Unified schema combining both implementations
- Proper type merging and conflict resolution
- Consistent API surface
- Version compatibility management
Implementation Example:
# Strawberry service (new) import strawberry from strawberry.federation import build_schema @strawberry.federation.type(keys=["id"]) class User: id: strawberry.ID name: str email: str @strawberry.type class Query: @strawberry.field async def user(self, id: strawberry.ID) -> Optional[User]: return await get_user_by_id(id) schema = build_schema(Query) # Apollo Gateway configuration # gateway.js const { ApolloGateway } = require('@apollo/gateway'); const gateway = new ApolloGateway({ serviceList: [ { name: 'users-legacy', url: 'http://localhost:4001/graphql' }, // Graphene { name: 'users-new', url: 'http://localhost:4002/graphql' }, // Strawberry ], });
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Migration Strategy
- Feature flag-based routing
- Gradual traffic shifting
- Rollback capabilities
- Data consistency checks
Implementation Example:
# Feature flag-based routing @strawberry.type class Query: @strawberry.field async def users( self, filter: Optional[UserFilter] = None, info: strawberry.Info ) -> List[User]: # Check feature flag if await is_feature_enabled("strawberry_users", info.context): return await new_users_service(filter) else: return await legacy_users_service(filter)
- Set up Strawberry infrastructure
- Define base types and schemas
- Implement core utilities (pagination, filtering, ordering)
- Set up development environment and tooling
- Create project structure and configuration
Deliverables:
- Strawberry project setup
- Base type definitions
- Core utility functions
- Development environment configuration
- Create new endpoints using Strawberry
- Implement improved filtering, ordering, and pagination
- Ensure type safety across all operations
- Add comprehensive error handling
- Implement authentication and authorization
Deliverables:
- User management endpoints
- Session management endpoints
- Kernel management endpoints
- Comprehensive test suite
- Set up federation between Strawberry and Graphene endpoints
- Test schema composition and compatibility
- Implement conflict resolution strategies
- Set up Apollo Gateway
- Configure routing and load balancing
Deliverables:
- Apollo Gateway configuration
- Federation schema composition
- Conflict resolution mechanisms
- Integration tests
- Gradually migrate existing functionality
- Performance optimization
- Documentation and testing
- Feature flag implementation
- Production deployment preparation
Deliverables:
- Migration scripts
- Performance benchmarks
- Production deployment guide
- Rollback procedures
- Monitoring and alerting setup
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Performance
- Query optimization strategies
- Caching mechanisms (Redis, in-memory)
- Database query efficiency
- DataLoader pattern for N+1 query prevention
- Connection pooling
Implementation Example:
from strawberry.dataloader import DataLoader from typing import List async def load_users_by_ids(ids: List[str]) -> List[User]: # Batch load users to prevent N+1 queries return await batch_get_users(ids) @strawberry.type class Query: @strawberry.field async def posts(self, info: strawberry.Info) -> List[Post]: user_loader = DataLoader(load_users_by_ids) posts = await get_posts() # Load users in batch for post in posts: post.user = await user_loader.load(post.user_id) return posts
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Security
- Input validation and sanitization
- Query depth limiting
- Rate limiting considerations
- Authentication and authorization
- CORS configuration
Implementation Example:
from strawberry.permission import BasePermission from strawberry.types import Info class IsAuthenticated(BasePermission): message = "User is not authenticated" def has_permission(self, source, info: Info, **kwargs) -> bool: return info.context.user is not None class IsOwner(BasePermission): message = "User is not the owner" def has_permission(self, source, info: Info, **kwargs) -> bool: return source.user_id == info.context.user.id @strawberry.type class Mutation: @strawberry.mutation(permission_classes=[IsAuthenticated]) async def create_post(self, input: CreatePostInput) -> Post: return await create_post_service(input) # Query depth limiting from strawberry.extensions import QueryDepthLimiter schema = strawberry.Schema( query=Query, extensions=[ QueryDepthLimiter(max_depth=10) ] )
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Developer Experience
- Clear documentation
- Type definitions and tooling
- Migration guides
- GraphQL playground integration
- Schema introspection
-
Testing
- Comprehensive test coverage
- Federation testing
- Performance benchmarks
- Integration tests
- Load testing
Implementation Example:
import pytest from strawberry.test import BaseGraphQLTestClient @pytest.fixture def client(): return BaseGraphQLTestClient(schema) async def test_create_user(client): query = """ mutation { createUser(input: { name: "John Doe", email: "john@example.com" }) { id name email } } """ result = await client.query(query) assert result.errors is None assert result.data["createUser"]["name"] == "John Doe"
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Monitoring
- Query performance metrics
- Error tracking
- Usage analytics
- Health checks
- Distributed tracing
Implementation Example:
from strawberry.extensions import SchemaExtension from opentelemetry import trace import time class MetricsExtension(SchemaExtension): def on_request_start(self): self.start_time = time.time() def on_request_end(self, result): duration = time.time() - self.start_time # Log metrics logger.info(f"GraphQL query completed in {duration:.2f}s") # Send to monitoring service metrics.histogram("graphql.query.duration", duration) schema = strawberry.Schema( query=Query, extensions=[MetricsExtension()] )
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Error Handling
- Consistent error response format
- Error categorization
- Proper HTTP status codes
- Error logging and tracking
Implementation Example:
from enum import Enum import strawberry @strawberry.enum class ErrorCode(Enum): VALIDATION_ERROR = "VALIDATION_ERROR" NOT_FOUND = "NOT_FOUND" UNAUTHORIZED = "UNAUTHORIZED" INTERNAL_ERROR = "INTERNAL_ERROR" @strawberry.type class Error: code: ErrorCode message: str field: Optional[str] = None @strawberry.type class UserResult: user: Optional[User] = None errors: List[Error] = strawberry.field(default_factory=list) @strawberry.type class Mutation: @strawberry.mutation async def create_user(self, input: CreateUserInput) -> UserResult: try: user = await create_user_service(input) return UserResult(user=user) except ValidationError as e: return UserResult( errors=[ Error( code=ErrorCode.VALIDATION_ERROR, message=str(e), field=e.field_name ) ] )
- New endpoints implemented with Strawberry
- Federation working between old and new endpoints
- Improved GraphQL compliance (filtering, ordering, pagination)
- Type-safe operations throughout
- Backward compatibility maintained
- Performance metrics meet or exceed current implementation
- Zero-downtime migration capability
- Comprehensive test coverage (>90%)
- Production monitoring and alerting in place
- Developer documentation completed
- Migration runbook documented
Total Duration: 12 weeks
- Week 1-2: Foundation Setup
- Week 3-6: New Endpoint Development
- Week 7-8: Federation Implementation
- Week 9-12: Migration and Optimization
Milestones:
- Week 2: Demo of basic Strawberry setup
- Week 4: First working endpoint with new features
- Week 6: Complete endpoint coverage
- Week 8: Federation working in staging
- Week 10: Performance benchmarks completed
- Week 12: Production deployment ready
-
Technical Risks
- Schema compatibility issues → Comprehensive testing and validation
- Performance degradation → Benchmarking and optimization
- Federation complexity → Gradual rollout with fallbacks
-
Operational Risks
- Deployment issues → Blue-green deployment strategy
- Data inconsistency → Transaction management and rollback procedures
- Monitoring gaps → Comprehensive observability setup
-
Timeline Risks
- Scope creep → Clear requirements and change management
- Resource constraints → Parallel development and prioritization
- Dependencies → Clear dependency mapping and contingency plans
- Strawberry GraphQL Documentation
- GraphQL Federation Specification
- Relay Cursor Pagination
- GraphQL Best Practices
- Apollo Gateway Documentation
- Pydantic Documentation
- OpenTelemetry Python
- GraphQL Security Best Practices
Pre-Migration
- Current API audit completed
- Performance baseline established
- Test coverage analysis
- Dependencies identified
- Team training completed
During Migration
- Feature flags implemented
- Monitoring dashboards created
- Rollback procedures tested
- Performance monitoring active
- Error tracking configured
Post-Migration
- Performance comparison completed
- User feedback collected
- Documentation updated
- Team retrospective conducted
- Lessons learned documented
Docker Configuration
FROM python:3.9-slim
WORKDIR /app
COPY requirements.txt .
RUN pip install --no-cache-dir -r requirements.txt
COPY . .
EXPOSE 8000
CMD ["uvicorn", "main:app", "--host", "0.0.0.0", "--port", "8000"]Production Configuration
# settings.py
from pydantic import BaseSettings
class Settings(BaseSettings):
database_url: str
redis_url: str
jwt_secret: str
cors_origins: List[str]
debug: bool = False
class Config:
env_file = ".env"
settings = Settings()