Operations & Maintenance Patterns

Production operations and system maintenance patterns for AI coding assistants.

Performance & Scaling

Deployment & Monitoring

Operational Excellence

Deployment Strategies

  • Blue-green deployments
  • Canary releases
  • Feature flags
  • Rollback procedures

Monitoring & Alerting

  • Key performance indicators
  • Error tracking
  • Usage analytics
  • Cost monitoring

Maintenance Procedures

  • Upgrade strategies
  • Data migration
  • Backup and recovery
  • Incident response

Cost Optimization

  • Token usage optimization
  • Caching strategies
  • Request batching
  • Model selection for cost/performance

Reliability Patterns

  • Circuit breakers
  • Retry mechanisms
  • Graceful degradation
  • Disaster recovery