Files

382 lines
13 KiB
Markdown
Raw Permalink Normal View History

2025-07-31 21:38:18 +01:00
# Ticket Scaling Microservice - Design Document
## Table of Contents
2025-07-31 21:38:18 +01:00
1. [Architecture Overview](#architecture-overview)
2. [System Components](#system-components)
3. [Scalability Strategies](#scalability-strategies)
4. [Atomic Operations](#atomic-operations)
5. [Fallback Mechanisms](#fallback-mechanisms)
6. [Performance Optimizations](#performance-optimizations)
7. [Monitoring & Observability](#monitoring--observability)
8. [Security Considerations](#security-considerations)
9. [Deployment Strategy](#deployment-strategy)
10. [Future Enhancements](#future-enhancements)
## Architecture Overview
### High-Level Architecture
2025-07-31 21:38:18 +01:00
```
┌─────────────────┐ ┌─────────────────┐ ┌─────────────────┐
│ Load Balancer │ │ Prometheus │ │ Grafana │
│ (Optional) │ │ Monitoring │ │ Dashboard │
└─────────────────┘ └─────────────────┘ └─────────────────┘
│ │ │
│ │ │
┌─────────────────┐ ┌─────────────────┐ ┌─────────────────┐
│ │ │ │ │ │
│ Ticket Service │◄───┤ Redis │ │ In-Memory │
│ (Node.js/ │ │ Primary Store │ │ Fallback Store │
│ Express) │ │ │ │ │
│ │ │ │ │ │
└─────────────────┘ └─────────────────┘ └─────────────────┘
┌─────────────────┐
│ PDF Generator │
│ (PDFKit) │
└─────────────────┘
```
### Design Principles
2025-07-31 21:38:18 +01:00
1. **High Availability**: Fallback mechanisms ensure service continuity
2. **Atomic Operations**: Redis Lua scripts prevent race conditions
3. **Horizontal Scalability**: Stateless design enables easy scaling
4. **Observability**: Comprehensive logging and metrics
5. **Performance**: Optimized for high-throughput scenarios
## System Components
### 1. Core Application (server.js)
2025-07-31 21:38:18 +01:00
- **Technology**: Node.js with Express framework
- **Responsibilities**:
- HTTP request handling
- Business logic orchestration
- Error handling and logging
- PDF generation coordination
### 2. Redis Client (redis-client.js)
2025-07-31 21:38:18 +01:00
- **Technology**: Redis with Lua scripting
- **Responsibilities**:
- Atomic ticket operations
- Event metadata management
- Connection health monitoring
- Script execution
### 3. Fallback Store (fallback-store.js)
2025-07-31 21:38:18 +01:00
- **Technology**: In-memory JavaScript Map
- **Responsibilities**:
- Emergency ticket storage
- Temporary operation continuity
- Graceful degradation
### 4. PDF Generator (pdf-generator.js)
2025-07-31 21:38:18 +01:00
- **Technology**: PDFKit library
- **Responsibilities**:
- Professional ticket generation
- File management
- Cleanup operations
### 5. Logging System (logger.js)
2025-07-31 21:38:18 +01:00
- **Technology**: Winston logging framework
- **Responsibilities**:
- Structured logging
- Request tracking
- Error reporting
- Performance metrics
## Scalability Strategies
### Horizontal Scaling
2025-07-31 21:38:18 +01:00
```
┌─────────────────┐ ┌─────────────────┐ ┌─────────────────┐
│ Instance 1 │ │ Instance 2 │ │ Instance N │
│ Port: 3049 │ │ Port: 3050 │ │ Port: 305X │
└─────────────────┘ └─────────────────┘ └─────────────────┘
│ │ │
└───────────────────────┼───────────────────────┘
┌─────────────────┐
│ Shared Redis │
│ Cluster │
└─────────────────┘
```
**Key Features**:
2025-07-31 21:38:18 +01:00
- Stateless application design
- Shared Redis backend
- Load balancer distribution
- Independent scaling
### Vertical Scaling
2025-07-31 21:38:18 +01:00
- **CPU**: Multi-core utilization through Node.js cluster mode
- **Memory**: Configurable heap sizes for high-throughput
- **I/O**: Async operations prevent blocking
### Database Scaling
2025-07-31 21:38:18 +01:00
```
┌─────────────────┐ ┌─────────────────┐ ┌─────────────────┐
│ Redis Master │ │ Redis Replica │ │ Redis Replica │
│ (Read/Write) │───▶│ (Read Only) │ │ (Read Only) │
└─────────────────┘ └─────────────────┘ └─────────────────┘
```
**Strategies**:
2025-07-31 21:38:18 +01:00
- Redis clustering for horizontal scaling
- Read replicas for metrics/stats queries
- Sharding by event ID for massive scale
## Atomic Operations
### Lua Script Design
2025-07-31 21:38:18 +01:00
Our core purchase operation uses a Redis Lua script to ensure atomicity:
```lua
-- Atomic ticket purchase script
local ticketKey = KEYS[1] -- event:X:tickets
local metaKey = KEYS[2] -- event:X:meta
local globalKey = KEYS[3] -- global:stats
-- Atomic operations:
1. Check event exists
2. Pop ticket from list
3. Update sold count
4. Update global stats
5. Store purchase record
```
**Benefits**:
2025-07-31 21:38:18 +01:00
- **Race Condition Prevention**: All operations execute atomically
- **Consistency**: No partial state updates
- **Performance**: Single round-trip to Redis
- **Reliability**: All-or-nothing execution
### Concurrency Handling
2025-07-31 21:38:18 +01:00
- **Optimistic Locking**: Lua scripts handle concurrent access
- **Queue Management**: Redis lists provide FIFO ticket distribution
- **Connection Pooling**: Efficient Redis connection reuse
## Fallback Mechanisms
### Activation Triggers
2025-07-31 21:38:18 +01:00
1. **Redis Connection Failure**: Network issues or Redis downtime
2. **Script Execution Errors**: Lua script failures
3. **Timeout Scenarios**: Slow Redis responses
### Fallback Architecture
2025-07-31 21:38:18 +01:00
```
┌─────────────────┐
│ Request Comes │
└─────────────────┘
┌─────────────────┐ ┌─────────────────┐
│ Try Redis │───▶│ Redis Success │
│ Operation │ │ Return Result │
└─────────────────┘ └─────────────────┘
▼ (On Failure)
┌─────────────────┐ ┌─────────────────┐
│ Activate │───▶│ In-Memory │
│ Fallback Store │ │ Operation │
└─────────────────┘ └─────────────────┘
```
### Fallback Store Improvements
- **Automatic Seeding**: Fallback store is seeded during server startup and when activated
- **Data Synchronization**: Automatic attempt to sync with Redis data when activated
- **Manual Seeding**: Admin endpoint to manually populate fallback store from Redis
- **Resilient Operation**: Continues functioning even when Redis is completely unavailable
2025-07-31 21:38:18 +01:00
### Fallback Limitations
- **Non-Persistent**: Data lost on restart (mitigated by automatic reseeding)
2025-07-31 21:38:18 +01:00
- **Single Instance**: No cross-instance synchronization
- **Capacity Limited**: Memory constraints
- **Warning Logs**: Clear indication of degraded mode
## Performance Optimizations
### Application Level
2025-07-31 21:38:18 +01:00
1. **Async Operations**: Non-blocking I/O throughout
2. **Connection Pooling**: Reuse Redis connections
3. **Batch Operations**: Bulk ticket seeding
4. **Caching**: Event metadata caching
### Redis Optimizations
2025-07-31 21:38:18 +01:00
1. **Lua Scripts**: Reduced network round-trips
2. **Pipeline Operations**: Batch commands
3. **Memory Management**: Efficient data structures
4. **Persistence**: AOF for durability
### PDF Generation
2025-07-31 21:38:18 +01:00
1. **Async Generation**: Non-blocking PDF creation
2. **Stream Processing**: Memory-efficient file handling
3. **Cleanup Jobs**: Automatic old file removal
4. **Error Isolation**: PDF failures don't affect purchases
## Monitoring & Observability
### Metrics Collection
2025-07-31 21:38:18 +01:00
```json
{
"global": {
"totalEvents": 5,
"totalTickets": 50000,
"totalSold": 1250
},
"events": [
{
"eventId": "1",
"soldTickets": 250,
"remainingTickets": 9750
}
],
"system": {
"usingFallback": false,
"redisConnected": true,
"uptime": 3600,
"memoryUsage": {...}
},
"pdf": {
"totalTickets": 1250,
"totalSizeMB": "15.6"
}
}
```
### Logging Strategy
2025-07-31 21:38:18 +01:00
- **Structured Logging**: JSON format for parsing
- **Request Tracking**: Unique IDs for tracing
- **Performance Metrics**: Response times and throughput
- **Error Categorization**: Different log levels
### Health Checks
2025-07-31 21:38:18 +01:00
- **Application Health**: `/health` endpoint
- **Redis Connectivity**: Connection status
- **Fallback Status**: Degraded mode indication
- **Resource Usage**: Memory and CPU monitoring
## Security Considerations
### Input Validation
- **Event ID Validation**: Numeric constraints with range checking
- **Purchase ID Validation**: UUID format validation
- **Request Rate Limiting**: Multi-tier DDoS protection
2025-07-31 21:38:18 +01:00
- **Parameter Sanitization**: Injection prevention
- **Request Size Limits**: Prevents large payload attacks
2025-07-31 21:38:18 +01:00
### Container Security
2025-07-31 21:38:18 +01:00
- **Non-Root User**: Principle of least privilege
- **Minimal Base Image**: Alpine Linux for smaller attack surface
- **Health Checks**: Container monitoring
### Data Protection
2025-07-31 21:38:18 +01:00
- **No Sensitive Data**: Tickets are identifiers only
- **Audit Logging**: Purchase tracking
- **Secure Defaults**: Production-ready configuration
### Security Headers & Middleware
- **Helmet.js**: Comprehensive security headers
- **Content Security Policy**: XSS prevention
- **HSTS**: HTTPS enforcement
- **Frame Guard**: Clickjacking protection
- **Security Logging**: Suspicious request monitoring
2025-07-31 21:38:18 +01:00
## Deployment Strategy
### Development Environment
2025-07-31 21:38:18 +01:00
```bash
# Local development
npm install
npm run docker:up # Start Redis
npm run seed # Seed events
npm run dev # Start with nodemon
```
### Production Environment
2025-07-31 21:38:18 +01:00
```bash
# Docker deployment
docker-compose up -d # Core services
docker-compose --profile monitoring up # With monitoring
```
### Container Orchestration
2025-07-31 21:38:18 +01:00
- **Docker Compose**: Local and small deployments
- **Kubernetes**: Large-scale deployments
- **Health Checks**: Automatic restart on failure
- **Resource Limits**: CPU and memory constraints
## Future Enhancements
### Performance Improvements
2025-07-31 21:38:18 +01:00
1. **Redis Clustering**: Horizontal database scaling
2. **CDN Integration**: PDF delivery optimization
3. **Caching Layer**: Application-level caching
4. **Connection Optimization**: Advanced pooling
### Feature Additions
2025-07-31 21:38:18 +01:00
1. **QR Code Generation**: Enhanced ticket security
2. **Email Integration**: Automatic ticket delivery
3. **Payment Processing**: Complete purchase flow
4. **Event Management**: Dynamic event creation
### Monitoring Enhancements
2025-07-31 21:38:18 +01:00
1. **Distributed Tracing**: Request flow tracking
2. **Custom Dashboards**: Business metrics visualization
3. **Alerting**: Proactive issue detection
4. **Performance Profiling**: Bottleneck identification
### Security Hardening
2025-07-31 21:38:18 +01:00
1. **Authentication**: API key management
2. **Rate Limiting**: Advanced throttling
3. **Encryption**: Data in transit protection
4. **Audit Trails**: Comprehensive logging
## Conclusion
This design provides a robust, scalable foundation for high-volume ticket sales with the following key strengths:
- **Atomic Operations**: Guaranteed consistency under load
- **High Availability**: Graceful degradation capabilities
- **Observability**: Comprehensive monitoring and logging
- **Scalability**: Horizontal and vertical scaling support
- **Performance**: Optimized for high-throughput scenarios
The architecture successfully handles the challenge requirements of processing thousands of concurrent requests while maintaining data integrity and system reliability.