Architecture Scalability & Resilience Issues

[MuhammadKhalilzadeh]

Question: "How will the system handle geographic distribution and high availability requirements?" Each should follow the Approach Methodology: Discovery → Architecture Design → Iterative Development → Quality Gates → Deployment Strategy → Optimization Cycle, ensuring every decision is documented, measurable, and reversible.

• - Circuit Breakers: Implement circuit breaker pattern for external service calls
• - Distributed Tracing: Add OpenTelemetry for request tracing across services
• - Health Checks: Comprehensive health endpoints for all services and dependencies
• - Graceful Degradation: Fallback strategies when AI bias/fairness service is unavailable
• - Blue-Green Deployment: Zero-downtime deployment strategy for compliance updates
• - Geographic Distribution: Multi-region deployment strategy for global customers