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# Ticket Scaling Microservice - Design Document
## Table of Contents
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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
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```
┌─────────────────┐ ┌─────────────────┐ ┌─────────────────┐
│ Load Balancer │ │ Prometheus │ │ Grafana │
│ (Optional) │ │ Monitoring │ │ Dashboard │
└─────────────────┘ └─────────────────┘ └─────────────────┘
│ │ │
│ │ │
┌─────────────────┐ ┌─────────────────┐ ┌─────────────────┐
│ │ │ │ │ │
│ Ticket Service │◄───┤ Redis │ │ In-Memory │
│ (Node.js/ │ │ Primary Store │ │ Fallback Store │
│ Express) │ │ │ │ │
│ │ │ │ │ │
└─────────────────┘ └─────────────────┘ └─────────────────┘
│
│
┌─────────────────┐
│ PDF Generator │
│ (PDFKit) │
└─────────────────┘
```
### Design Principles
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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)
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- **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)
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- **Technology**: Redis with Lua scripting
- **Responsibilities**:
- Atomic ticket operations
- Event metadata management
- Connection health monitoring
- Script execution
### 3. Fallback Store (fallback-store.js)
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- **Technology**: In-memory JavaScript Map
- **Responsibilities**:
- Emergency ticket storage
- Temporary operation continuity
- Graceful degradation
### 4. PDF Generator (pdf-generator.js)
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- **Technology**: PDFKit library
- **Responsibilities**:
- Professional ticket generation
- File management
- Cleanup operations
### 5. Logging System (logger.js)
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- **Technology**: Winston logging framework
- **Responsibilities**:
- Structured logging
- Request tracking
- Error reporting
- Performance metrics
## Scalability Strategies
### Horizontal Scaling
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```
┌─────────────────┐ ┌─────────────────┐ ┌─────────────────┐
│ Instance 1 │ │ Instance 2 │ │ Instance N │
│ Port: 3049 │ │ Port: 3050 │ │ Port: 305X │
└─────────────────┘ └─────────────────┘ └─────────────────┘
│ │ │
└───────────────────────┼───────────────────────┘
│
┌─────────────────┐
│ Shared Redis │
│ Cluster │
└─────────────────┘
```
**Key Features ** :
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- Stateless application design
- Shared Redis backend
- Load balancer distribution
- Independent scaling
### Vertical Scaling
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- **CPU**: Multi-core utilization through Node.js cluster mode
- **Memory**: Configurable heap sizes for high-throughput
- **I/O**: Async operations prevent blocking
### Database Scaling
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```
┌─────────────────┐ ┌─────────────────┐ ┌─────────────────┐
│ Redis Master │ │ Redis Replica │ │ Redis Replica │
│ (Read/Write) │───▶│ (Read Only) │ │ (Read Only) │
└─────────────────┘ └─────────────────┘ └─────────────────┘
```
**Strategies ** :
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- Redis clustering for horizontal scaling
- Read replicas for metrics/stats queries
- Sharding by event ID for massive scale
## Atomic Operations
### Lua Script Design
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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 ** :
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- **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
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- **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
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1. **Redis Connection Failure ** : Network issues or Redis downtime
2. **Script Execution Errors ** : Lua script failures
3. **Timeout Scenarios ** : Slow Redis responses
### Fallback Architecture
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```
┌─────────────────┐
│ Request Comes │
└─────────────────┘
│
▼
┌─────────────────┐ ┌─────────────────┐
│ Try Redis │───▶│ Redis Success │
│ Operation │ │ Return Result │
└─────────────────┘ └─────────────────┘
│
▼ (On Failure)
┌─────────────────┐ ┌─────────────────┐
│ Activate │───▶│ In-Memory │
│ Fallback Store │ │ Operation │
└─────────────────┘ └─────────────────┘
```
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### 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
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### Fallback Limitations
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- **Non-Persistent**: Data lost on restart (mitigated by automatic reseeding)
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- **Single Instance**: No cross-instance synchronization
- **Capacity Limited**: Memory constraints
- **Warning Logs**: Clear indication of degraded mode
## Performance Optimizations
### Application Level
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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
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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
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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
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``` 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
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- **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
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- **Application Health**: `/health` endpoint
- **Redis Connectivity**: Connection status
- **Fallback Status**: Degraded mode indication
- **Resource Usage**: Memory and CPU monitoring
## Security Considerations
### Input Validation
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- **Event ID Validation**: Numeric constraints
- **Request Rate Limiting**: DDoS protection
- **Parameter Sanitization**: Injection prevention
### Container Security
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- **Non-Root User**: Principle of least privilege
- **Minimal Base Image**: Alpine Linux for smaller attack surface
- **Health Checks**: Container monitoring
### Data Protection
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- **No Sensitive Data**: Tickets are identifiers only
- **Audit Logging**: Purchase tracking
- **Secure Defaults**: Production-ready configuration
## Deployment Strategy
### Development Environment
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``` bash
# Local development
npm install
npm run docker:up # Start Redis
npm run seed # Seed events
npm run dev # Start with nodemon
```
### Production Environment
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``` bash
# Docker deployment
docker-compose up -d # Core services
docker-compose --profile monitoring up # With monitoring
```
### Container Orchestration
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- **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
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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
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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
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1. **Distributed Tracing ** : Request flow tracking
2. **Custom Dashboards ** : Business metrics visualization
3. **Alerting ** : Proactive issue detection
4. **Performance Profiling ** : Bottleneck identification
### Security Hardening
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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.