Active engagement

Overview Lillo's engagement tracking system provides foundational analytics and metrics collection for community interactions. The current implementation establishes core tracking capabilities, with p

Command Metrics

Metric Collection

interface CommandMetrics {
  command: string;
  userId: number;
  chatId: number;
  duration: number;
  success: boolean;
  error?: string;
  timestamp: number;
}

Storage Implementation

• Real-time KV store for quick access

• PostgreSQL for long-term analysis

• Dual-storage strategy for performance

• Automatic data retention

Data Collection

Command Analytics

• Usage frequency

• Success rates

• Response times

• Error patterns

• User distribution

Storage Strategy

// Quick access in KV store
const key = `metrics:cmd:${metrics.command}:${metrics.timestamp}`;
await storeInKV(key, metrics);

// Long-term storage in PostgreSQL
await sql`
  INSERT INTO command_metrics (
    command, user_id, chat_id, duration,
    success, error, timestamp
  ) VALUES (
    ${metrics.command}, ${metrics.userId},
    ${metrics.chatId}, ${metrics.duration},
    ${metrics.success}, ${metrics.error},
    ${metrics.timestamp}
  );
`;

Performance Tracking

Monitored Metrics

• Command execution time

• API response latency

• Cache hit rates

• Error frequencies

• User engagement levels

Implementation Details

• Real-time monitoring

• Performance logging

• Error tracking

• Usage patterns

• Resource utilization

Future Enhancements

The engagement system is being expanded to include:

• Advanced analytics dashboard

• User engagement scoring

• Community health metrics

• Trend analysis

• Behavioral insights

• Customizable reports

Data Analysis

Current Capabilities

• Basic usage statistics

• Performance metrics

• Error tracking

• User activity monitoring

Planned Features

• Advanced analytics

• User behavior analysis

• Engagement optimization

• Community insights

• Trend forecasting

Best Practices

Data Collection

• Respect user privacy

• Optimize storage usage

• Regular maintenance

• Data validation

Performance Monitoring

• Track key metrics

• Set up alerts

• Monitor trends

• Regular reviews

Related Documentation

• Moderation System

• Database Schema

• API Reference