What is the difference between control plane and data plane failure modes and how do you design resilience for each?

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Service Mesh Interview Questions

  1. [JUNIOR] What is a service mesh and why is it used in microservices architectures?
  2. [JUNIOR] What is the difference between a control plane and a data plane in a service mesh?
  3. [JUNIOR] What is a sidecar proxy and how does it work in a service mesh?
  4. [JUNIOR] What problems does a service mesh solve that are difficult to handle at the application level?
  5. [JUNIOR] What is Istio and what are its main components?
  6. [JUNIOR] What is the difference between an API gateway and a service mesh?
  7. [JUNIOR] What is mutual TLS (mTLS) and why is it important in a service mesh?
  8. [JUNIOR] What are the three core capabilities of a service mesh (traffic management, security, observability)?
  9. [MID] How does a service mesh implement mutual TLS (mTLS) between services without application changes?
  10. [MID] How would you implement traffic splitting for canary deployments using Istio VirtualService and DestinationRule?
  11. [MID] How do you configure retries, timeouts, and circuit breakers in Istio?
  12. [SENIOR] How would you troubleshoot latency issues introduced by a service mesh?
  13. [SENIOR] What are the performance overhead implications of a service mesh (latency, CPU, memory) and how do you measure them?
  14. [JUNIOR] What is Envoy proxy and what role does it play in a service mesh?
  15. [JUNIOR] What is a circuit breaker pattern and how does a service mesh implement it?
  16. [JUNIOR] What is service discovery and how does a service mesh handle it?
  17. [JUNIOR] What is a VirtualService in Istio and what does it configure?
  18. [JUNIOR] What is distributed tracing and how does a service mesh enable it?
  19. [MID] How does Istio intercept and manage traffic between services using iptables and Envoy?
  20. [MID] What observability features does a service mesh provide and how do you collect and monitor mesh metrics?
  21. [MID] What is Istio's Ambient Mode and how does it eliminate the need for sidecar proxies?
  22. [MID] What is fault injection in Istio and how would you use it to test service resilience?
  23. [MID] How do you implement authentication and authorization policies in Istio?
  24. [SENIOR] How do you manage a service mesh across multiple Kubernetes clusters and what are the deployment models?
  25. [SENIOR] How do you debug mTLS connection failures between services in Istio?
  26. [SENIOR] How do Istio, Linkerd, and Consul Connect compare in terms of architecture, features, and operational complexity?
  27. [SENIOR] How do you handle Istio control plane failures and what is the impact on the data plane?
  28. [EXPERT] How would you design a zero-trust networking model using a service mesh?
  29. [JUNIOR] What is Linkerd and how does it differ from Istio?
  30. [JUNIOR] What is a DestinationRule in Istio and when would you use one?
  31. [JUNIOR] What is an Istio ingress gateway and how does it differ from a Kubernetes Ingress?
  32. [JUNIOR] What is sidecar injection in Istio and how do you enable it for a namespace?
  33. [MID] How does Istio integrate with distributed tracing tools like Jaeger and Zipkin?
  34. [MID] How would you use Istio to implement blue-green deployments?
  35. [MID] How would you route traffic based on HTTP headers, cookies, or URI prefixes in Istio?
  36. [MID] How does Istio handle certificate management and automatic rotation for mTLS?
  37. [MID] How does a service mesh handle load balancing and what algorithms does Istio support?
  38. [MID] How do Istio gateways work and why are they needed when Kubernetes already has Ingress resources?
  39. [MID] What is the role of OpenTelemetry in a service mesh observability stack?
  40. [SENIOR] How would you implement automated progressive delivery using Istio with Flagger or Argo Rollouts?
  41. [SENIOR] How would you optimize Istio sidecar proxy resource consumption in a large cluster?
  42. [SENIOR] What is the role of eBPF in modern service meshes and how does it compare to the sidecar proxy pattern?
  43. [SENIOR] How would you configure Istio for multi-cluster service discovery and cross-cluster failover?
  44. [EXPERT] How would you design a service mesh migration strategy for a large production environment with hundreds of microservices?
  45. [EXPERT] When would you choose a sidecar-less mesh (Istio Ambient or eBPF-based like Cilium) over a traditional sidecar model and what are the trade-offs?
  46. [EXPERT] How do you evaluate whether your organization actually needs a service mesh and what criteria drive that decision?
  47. [JUNIOR] What is Consul Connect and how does it provide service mesh capabilities?
  48. [JUNIOR] What is a ServiceEntry in Istio and when is it needed?
  49. [MID] How do you implement rate limiting in a service mesh?
  50. [MID] What is the Strangler Pattern and how can a service mesh facilitate incremental monolith-to-microservices migration?
  51. [MID] What is the difference between Istio's VirtualService routing and a standard Kubernetes Service?
  52. [MID] What is Envoy's xDS API and how does it enable dynamic configuration of the data plane?
  53. [SENIOR] What is the difference between Istio's Envoy proxy (C++) and Linkerd's linkerd2-proxy (Rust) in terms of performance and resource usage?
  54. [SENIOR] How do you tune Istio telemetry collection to avoid overloading high-throughput clusters?
  55. [SENIOR] How would you implement chaos engineering practices using a service mesh?
  56. [SENIOR] How do you troubleshoot Istio sidecar injection failures in a Kubernetes cluster?
  57. [EXPERT] How would you architect a service mesh to support multi-tenancy across teams and environments?
  58. [EXPERT] What are the security implications of the service mesh control plane itself and how do you harden it?
  59. [EXPERT] How would you implement cross-cluster service discovery and traffic management in a federated multi-cloud service mesh?
  60. [EXPERT] How would you secure east-west traffic in a multi-cloud Kubernetes deployment using a service mesh?
  61. [EXPERT] What is the difference between control plane and data plane failure modes and how do you design resilience for each?
  62. [JUNIOR] What is Kiali and how does it help visualize a service mesh?
  63. [MID] How do you configure Envoy filters in Istio for custom request processing?
  64. [SENIOR] When would you choose Istio's WASM extensions over Envoy Lua or native C++ filters for custom logic?
  65. [EXPERT] How would you integrate a service mesh with event-driven architectures using Kafka or message brokers?
  66. [EXPERT] How do you handle mTLS compliance requirements (PCI-DSS, HIPAA) using a service mesh?
  67. [EXPERT] How would you design an end-to-end observability strategy combining a service mesh with OpenTelemetry, Prometheus, Grafana, and Jaeger at scale?
  68. [EXPERT] How do you measure the success of a service mesh deployment and what metrics and KPIs should you track?