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Analytics System

GameShield's analytics system provides comprehensive monitoring and analysis capabilities for your CAPTCHA implementation.

Architecture

The analytics system follows a modular provider pattern:

┌─────────────────┐     ┌───────────────────┐     ┌────────────────────┐
│  CaptchaSDK     │     │  AnalyticsManager │     │  AnalyticsProvider │
│  - Verification ├────►│  - Event tracking ├────►│  - Data storage    │
│  - Game events  │     │  - Risk scoring   │     │  - Data retrieval  │
└─────────────────┘     └───────────────────┘     └────────────────────┘

Core Components

Analytics Manager

The AnalyticsManager class handles:

  • Provider management
  • Event tracking
  • Risk scoring
  • Data aggregation

Provider Interface

The AnalyticsProvider interface defines:

typescript
interface AnalyticsProvider {
  initialize(): Promise<void>;
  trackEvent(eventName: string, data: any): void;
  getMetrics(): Promise<AnalyticsMetrics>;
}

Built-in Providers

  1. LocalStorageProvider

    • Demo implementation
    • Browser localStorage-based
    • Limited data retention
    • Perfect for testing
  2. Custom Provider Support

    • Self-hosted solutions
    • Database integration
    • Cloud service connection
    • Enterprise-grade storage

Data Collection

Verification Data

  • Attempt timestamps
  • Success/failure status
  • Game type used
  • Completion time
  • User interaction patterns

Security Metrics

  • Risk scores
  • Malicious behavior flags
  • Bot detection signals
  • IP-based patterns

Performance Data

  • Load times
  • Game FPS
  • Network latency
  • Resource usage

Risk Scoring System

GameShield employs a sophisticated risk scoring system:

  1. Input Analysis

    • Interaction patterns
    • Timing consistency
    • Movement precision
  2. Behavioral Signals

    • Game completion speed
    • Error patterns
    • Unusual success rates
  3. Technical Indicators

    • Browser fingerprints
    • Network patterns
    • Client environment

Implementation Guide

Basic Setup

typescript
import { CaptchaSDK, LocalStorageProvider } from '@gameshield/captcha-sdk';

const captcha = new CaptchaSDK({
  analyticsProvider: new LocalStorageProvider(),
  // other options...
});

Custom Provider

typescript
class CustomProvider implements AnalyticsProvider {
  async initialize() {
    // Setup connection, initialize storage
  }

  async trackEvent(eventName: string, data: any) {
    // Store event data
  }

  async getMetrics() {
    // Return analytics data
    return {
      verificationAttempts: 0,
      successRate: 0,
      averageCompletionTime: 0,
      // ...other metrics
    };
  }
}

Admin Dashboard Integration

The analytics system automatically integrates with the admin dashboard:

  1. Real-time metrics display
  2. Interactive visualizations
  3. Customizable alerts
  4. Export capabilities

Best Practices

Data Collection

  • Only collect necessary data
  • Respect user privacy
  • Follow data protection regulations
  • Implement data retention policies

Performance

  • Use batch processing for events
  • Implement caching strategies
  • Monitor provider performance
  • Handle provider failures gracefully

Security

  • Encrypt sensitive data
  • Validate data integrity
  • Monitor for abuse
  • Regular security audits

Troubleshooting

Common issues and solutions:

  1. Data Not Showing

    • Check provider initialization
    • Verify event tracking
    • Check dashboard connection
  2. Performance Issues

    • Review batch sizes
    • Check network latency
    • Monitor resource usage
  3. Provider Errors

    • Validate configuration
    • Check connectivity
    • Review error logs

Released under the MIT License.