| What are Microservices, and how do they differ from Monolithic architecture? |
| Why are Microservices important for AI and Agentic AI platforms? |
| What are the core principles of Microservices architecture? |
| What are the advantages and disadvantages of Microservices? |
| How do you identify service boundaries in a Microservices architecture? |
| What is Domain-Driven Design (DDD), and how does it help Microservices? |
| What is a bounded context in Microservices? |
| How do you decompose a monolithic application into Microservices? |
| What are the common communication patterns between Microservices? |
| How do synchronous and asynchronous communication differ in Microservices? |
| What is REST-based communication in Microservices? |
| What is gRPC, and when would you use it in Microservices? |
| What is event-driven architecture in Microservices? |
| How do Kafka and Microservices work together in AI systems? |
| What is an API Gateway, and why is it needed in Microservices? |
| How do API Gateways support AI and LLM-based applications? |
| What is service discovery, and how does it work? |
| How do Eureka, Consul, and Kubernetes Service Discovery differ? |
| What is client-side vs server-side service discovery? |
| How do Microservices handle dynamic scaling? |
| What is centralized configuration management in Microservices? |
| How does Spring Cloud Config help Microservices? |
| What is distributed tracing, and why is it important? |
| How do OpenTelemetry and Zipkin help Microservices observability? |
| What metrics should be monitored in Microservices? |
| How do logs, metrics, and traces work together? |
| What is the role of Prometheus and Grafana in Microservices? |
| How do you monitor AI service latency in Microservices? |
| What is resiliency in Microservices? |
| How do Circuit Breakers work in Microservices? |
| How does Resilience4j improve fault tolerance? |
| What are retries, bulkheads, and rate limiters? |
| How do you prevent cascading failures in Microservices? |
| How do you design highly available Microservices? |
| What is eventual consistency in Microservices? |
| How do SAGA patterns work in distributed transactions? |
| What is choreography vs orchestration in SAGA? |
| How do Microservices manage distributed data? |
| Why should each Microservice own its database? |
| How do you implement CQRS in Microservices? |
| What is Event Sourcing, and when should it be used? |
| How do Microservices support AI data pipelines? |
| How do Microservices integrate with Vector Databases? |
| How do Microservices integrate with RAG architectures? |
| What is an AI Gateway in an LLM platform? |
| How do you design a Chatbot using Microservices? |
| How do you design an Agentic AI platform using Microservices? |
| What Microservices are typically required in an AI platform? |
| How do Prompt Services fit into a Microservices architecture? |
| How do Memory Services fit into an Agentic AI architecture? |
| How do Tool Services fit into Agentic AI platforms? |
| How do RAG Services fit into AI architectures? |
| How do Model Routing Services work in AI platforms? |
| How do Guardrail Services improve AI safety? |
| How do Evaluation Services measure AI quality? |
| How do AI Observability Services work? |
| How do Microservices integrate with OpenAI APIs? |
| How do Microservices integrate with Azure OpenAI? |
| How do you manage multiple LLM providers in Microservices? |
| How do you implement model fallback strategies? |
| How do you implement AI cost optimization in Microservices? |
| How do you track token consumption across services? |
| How do Redis and Microservices work together? |
| How does Elasticsearch support Microservices? |
| How does PostgreSQL support Microservices? |
| How do MongoDB and Microservices work together? |
| How do Docker and Microservices work together? |
| How does Kubernetes manage Microservices? |
| What are Kubernetes Deployments, Services, and Ingress? |
| How does Horizontal Pod Autoscaling work? |
| How do Microservices support multi-region deployments? |
| How do you secure Microservices using OAuth2? |
| How do JWT tokens work in Microservices? |
| How do API Gateways enforce security? |
| How do you implement zero-trust security in Microservices? |
| How do service-to-service authentication mechanisms work? |
| How do you secure AI tools exposed through Microservices? |
| How do you prevent prompt injection from propagating across services? |
| How do you protect sensitive data in AI Microservices? |
| How do you implement PII masking across Microservices? |
| How do you test Microservices independently? |
| How do contract tests work in Microservices? |
| How do integration tests work across Microservices? |
| How do you mock dependent services during testing? |
| How do you perform performance testing in Microservices? |
| How do you perform chaos engineering in Microservices? |
| How do CI/CD pipelines support Microservices? |
| How do GitOps practices improve Microservices deployments? |
| How do Blue-Green deployments work? |
| How do Canary deployments work? |
| How do Feature Flags help Microservices releases? |
| How do you troubleshoot production issues in Microservices? |
| How do you optimize latency in distributed Microservices? |
| How do you handle high-throughput event processing? |
| How do you design a scalable enterprise AI platform using Microservices? |
| How would you design a production-grade RAG platform using Microservices? |
| How would you design a multi-agent AI platform using Microservices? |
| How would you design a global-scale AI and LLM platform using Microservices? |