Production-Grade Social Graph Platform
Engineering Analysis: This project serves as a reference implementation for a production-grade social network backend. It prioritizes data integrity, reliability, and sub-millisecond read latency through the use of aggressive caching strategies, cryptographic-grade authentication, and idempotent write operations.
The Challenge: In distributed systems, network partitions or client retries can lead to duplicate resource creation (e.g., posting the same comment twice). Implementation:
- Idempotency Keys: Implemented strict
X-Idempotency-Keyheader handling. - Atomic Locking: Uses Redis atomic operations to lock keys during processing.
- Result: Guarantees exactly-once semantics for all critical POST operations.
The Challenge: Fetching social feeds (posts + author + comments + likes) often leads to the N+1 query problem, causing exponential database load. Implementation:
- Eager Loading: Extensive use of
select_relatedandprefetch_relatedin Django ORM. - Connection Pooling: Implemented database connection pooling for both PostgreSQL and Redis to handle concurrent load.
- Analysis: Reduced feed retrieval complexity from O(N) to O(1) database round-trips.
The Challenge: Storing sensitive user data requires defense-in-depth strategies. Implementation:
- Argon2 Hashing: Password storage uses Argon2, a memory-hard function resistant to GPU/ASIC attacks.
- JWT Strategy: Stateless authentication with short-lived access tokens (15m) and sliding refresh tokens (7d).
- SSL/TLS: Full HTTPS support for local development to mirror production security constraints.
| Technology | Version | Engineering Purpose |
|---|---|---|
| Python | 3.13+ | Core Runtime |
| Django | 6.0 | MVT Framework |
| DRF | 3.15+ | REST Interface |
| PostgreSQL | 18 | Primary Relational Store (JSONB support) |
| Redis | 7 | Cache Layer & Message Broker |
| Uvicorn | Latest | ASGI Concurrency Wrappers |
| Technology | Purpose |
|---|---|
| React 18 | Component Library |
| TypeScript | Static Type Assurance |
| Vite | O(1) Bundling |
| React Query | Server State Management |
| Zustand | Client State Management |
| Method | Endpoint | Description |
|---|---|---|
| POST | /api/v1/auth/register/ |
Register user entity |
| POST | /api/v1/auth/token/ |
Issue JWT credentials |
| POST | /api/v1/auth/token/refresh/ |
Rotate access tokens |
| Method | Endpoint | Description |
|---|---|---|
| GET | /api/v1/users/ |
Paginatable user list |
| GET | /api/v1/users/me/ |
Authenticated context |
| PATCH | /api/v1/users/me/ |
Partial profile update |
| GET | /api/v1/users/{username}/ |
Public profile view |
| POST | /api/v1/users/{username}/follow/ |
Graph connection toggle |
| Method | Endpoint | Description |
|---|---|---|
| GET | /api/v1/posts/ |
Global feed |
| POST | /api/v1/posts/ |
Create node (Idempotent) |
| GET | /api/v1/posts/{id}/ |
Node detail |
| PATCH | /api/v1/posts/{id}/ |
Node update |
| DELETE | /api/v1/posts/{id}/ |
Node removal |
| POST | /api/v1/posts/{id}/like/ |
Interaction toggle |
| GET | /api/v1/posts/following/ |
Personalized edge feed |
| Method | Endpoint | Description |
|---|---|---|
| GET | /api/v1/posts/{id}/comments/ |
Fetch child nodes |
| POST | /api/v1/posts/{id}/comments/ |
Attach child node (Idempotent) |
| DELETE | /api/v1/comments/{id}/ |
Remove child node |
# 1. Initialization
cd social-network-api
# 2. Security Configuration (Optional)
# Generates local SSL certificates for HTTPS emulation
cd certs && bash generate-certs.sh && cd ..
# 3. Infrastructure Orchestration
docker-compose up -d
# 4. Schema Migration
docker-compose exec backend python manage.py migrate
# 5. Administrative Access
docker-compose exec backend python manage.py createsuperuser
# 6. Verification Suite
docker-compose exec backend pytest -vService Endpoints:
- Frontend SPA: http://localhost:3000 (or https://localhost:3000)
- API Gateway: http://localhost:8000/api/v1/
- Swagger Documentation: http://localhost:8000/api/docs/
- Admin Portal: http://localhost:8000/admin/
social-network-api/
├── backend/
│ ├── apps/
│ │ ├── core/ # Shared utilities, abstract models
│ │ ├── users/ # Identity management & profiles
│ │ ├── posts/ # Content nodes & JSONB metadata
│ │ ├── comments/ # Interaction sub-nodes
│ │ ├── likes/ # Edge interactions
│ │ └── follows/ # Graph edges
│ ├── config/ # Environment & middleware config
│ └── requirements/ # Dependency lockfiles
├── frontend/
│ └── src/
│ ├── components/ # Atomic UI units
│ ├── pages/ # Route definitions
│ ├── hooks/ # Data fetching logic
│ ├── stores/ # Global state atoms
│ └── lib/ # Network clients
├── certs/ # TLS artifacts
└── docker-compose.yml # Orchestration manifest
The project maintains a rigorous testing suite covering unit, integration, and property-based scenarios.
# Full Regression Suite
docker-compose exec backend pytest -v
# Coverage Analysis
docker-compose exec backend pytest --cov=apps --cov-report=html
# Specific Domain Testing
docker-compose exec backend pytest apps/posts/tests/ -vReference .env.example for runtime parameters.
# Persistence Layer
POSTGRES_DB=social_network
DB_POOL_MIN_SIZE=2
DB_POOL_MAX_SIZE=10
# Caching & Message Broker
REDIS_URL=redis://redis:6379/0
REDIS_MAX_CONNECTIONS=50
# Security Policies
JWT_ACCESS_TOKEN_LIFETIME_MINUTES=15
JWT_REFRESH_TOKEN_LIFETIME_DAYS=7