1. Azure Integration Services Questions
Logic Apps
Q1. Why would you choose Logic Apps instead of Azure Functions?
Expected answer:
Workflow orchestration
Low-code integration
Built-in connectors
Long-running processes
Functions for custom business logic
Q2. Logic Apps Consumption vs Standard?
Cover:
Pricing model
Performance
Single-tenant vs multi-tenant
VNET support
Local development
Scaling differences
Q3. How do you handle failures and retries in Logic Apps?
Discuss:
Retry policies
Dead-letter handling
Error scopes
Exception workflows
Monitoring
Service Bus
Q4. Service Bus Queue vs Topic?
Expected:
Queue = Point-to-point
Topic = Publish/Subscribe
Q5. What is a Dead Letter Queue and when would you use it?
Q6. How would you guarantee message delivery in Azure Service Bus?
Discuss:
At least once delivery
Duplicate detection
Transactions
Idempotency
Q7. What is Sessions in Service Bus?
Event Grid
Q8. Event Grid vs Service Bus vs Event Hub?
This is a favourite architect question.
Expected comparison:
Service
Purpose
Event Grid
Event-driven
Service Bus
Enterprise messaging
Event Hub
Streaming
Q9. When would you use Event Grid instead of Service Bus?
Azure Functions
Q10. When should Azure Functions be used in an integration solution?
Examples:
Transformation
Validation
Custom APIs
Business rules
Q11. Consumption Plan vs Premium Plan?
API Management
Q12. Why use API Management?
Expected:
Security
Rate limiting
Developer portal
Monitoring
Versioning
Q13. Explain API versioning strategies.
Q14. How would you secure APIs exposed through APIM?
Cover:
OAuth2
JWT
Azure AD
Managed Identity
Certificates
Hybrid Integration
Q15. How would you integrate an on-premise SAP system with Azure?
Expected architecture:
SAP
↓
On-prem Gateway
↓
Logic Apps
↓
Service Bus
↓
Azure Services
Q16. Explain On-Premises Data Gateway.
Q17. What challenges have you faced in Hybrid Integration?
Possible answers:
Firewall
Latency
Security
Network failures
Legacy protocols
2. Architecture & Design Scenario Questions
These are usually the most important.
Q18. Design an integration solution for:
"A retail company needs to integrate Salesforce, SAP and Dynamics 365."
Expected architecture:
APIM
Logic Apps
Service Bus Topics
Event Grid
Azure Functions
Key Vault
Monitoring
They will want to hear:
Scalability
Resilience
Security
Observability
Q19. Design an event-driven architecture on Azure.
Mention:
Event Grid
Service Bus
Functions
APIM
Q20. How would you architect a solution processing 10 million messages per day?
Expected:
Service Bus Premium
Auto-scaling
Partitioning
Monitoring
Dead-letter strategy
Q21. What integration patterns have you implemented?
Common patterns:
Request-Reply
Publish-Subscribe
Competing Consumers
Aggregator
Content-Based Routing
Message Translator
Event Sourcing
These patterns come from the well-known Enterprise Integration Patterns book and are often discussed in architecture interviews.
Q22. Synchronous vs Asynchronous Integration?
Q23. API-led Connectivity vs Event-Driven Architecture?
3. Microservices Questions
Q24. How does integration change in a Microservices Architecture?
Expected:
Avoid point-to-point
API Gateway
Event-driven communication
Q25. What is Saga Pattern?
Very common.
Discuss:
Distributed transactions
Compensation
Q26. How would you maintain data consistency across microservices?
Cover:
Eventual consistency
Saga
Outbox pattern
Q27. What is the Outbox Pattern?
4. DevOps & CI/CD Questions
Q28. How do you deploy Logic Apps using Azure DevOps?
Expected:
ARM/Bicep/Terraform
Release pipelines
Environment promotion
Q29. What Azure resources should be deployed as Infrastructure as Code?
Expected:
APIM
Service Bus
Functions
Logic Apps
Key Vault
Answer: Everything.
Q30. Bicep vs ARM Templates?
Q31. How do you manage environment-specific configuration?
Discuss:
Key Vault
App Settings
Variable Groups
Q32. What is your branching strategy?
Expected:
GitFlow
Trunk Based Development
5. Security Questions
Q33. How would you secure an integration platform?
Expected:
Azure AD
Managed Identity
Key Vault
Private Endpoints
RBAC
Q34. What is Managed Identity and why is it preferred?
Q35. How would you secure communication between Azure and On-Prem systems?
Q36. What is Zero Trust Architecture?
6. Monitoring & Support Questions
Q37. How do you monitor Azure Integration Services?
Expected:
Application Insights
Log Analytics
Azure Monitor
Q38. What KPIs would you track?
Examples:
Throughput
Failed messages
Retry rates
Latency
Availability
Q39. How would you troubleshoot an intermittent integration issue?
7. Leadership Questions
Capgemini frequently asks these.
Q40. Tell us about a difficult stakeholder you managed.
Q41. How do you review architecture produced by offshore teams?
Q42. How do you ensure quality in distributed delivery teams?
Expected:
Standards
Reviews
Architecture governance
CI/CD quality gates
Q43. Have you ever challenged a client architecture decision?
Q44. How do you conduct Technical Design Authority reviews?
This is directly mentioned in the JD.
Q45. How do you estimate effort for integration projects?
Cover:
Interfaces
Complexity
Transformations
Security
Non-functional requirements
8. Consulting & Pre-Sales Questions
Q46. How would you convince a client to move from BizTalk to Azure Integration Services?
Very likely question.
Q47. How would you prepare a solution proposal?
Q48. What information do you gather during discovery workshops?
Q49. How do you identify integration risks in a programme?
9. GenAI, MCP and Agentic AI Questions
This appears explicitly in the JD, so expect questions.
Q50. How can GenAI improve integration delivery?
Examples:
Generate mappings
Generate Logic App workflows
Generate API documentation
Test case creation
Q51. What is MCP (Model Context Protocol)?
Expected:
Standardized protocol for AI agents/tools communication
Secure tool invocation
Context sharing
Q52. What is A2A (Agent-to-Agent Communication)?
Expected:
AI agents collaborating
Workflow orchestration
Multi-agent systems
Q53. How would you integrate GenAI with Azure Integration Services?
Example architecture:
Client
↓
APIM
↓
Logic App
↓
Azure OpenAI
↓
Functions
↓
Business Systems
10. Capgemini "Experience-Based" Questions
These almost always come up.
Q54. Describe your most complex integration architecture.
Q55. Describe an integration project that failed and what you learned.
Q56. What architecture decision are you most proud of?
Q57. What would your previous programme manager say about you?
Q58. Why Capgemini?
Q59. Why this Azure Integration Architect role?
Q60. What differentiates you from other architects?
Questions I would prepare especially well
If I were interviewing for this role, I'd focus heavily on:
Logic Apps Standard vs Consumption
APIM architecture and security
Service Bus design patterns
Event Grid vs Service Bus vs Event Hub
Hybrid integration architecture
Integration patterns
Microservices and Saga pattern
Azure DevOps CI/CD for AIS
Technical Design Authority governance
GenAI + MCP + Agentic AI
Estimation and offshore team leadership
End-to-end architecture design scenarios
These are the areas most closely aligned to the job description and are highly likely to be explored by Capgemini interviewers for an Azure Integration Architect position in the UK.
Give me the short answers along with each questions
For an Azure Integration Architect interview, the strongest approach is to answer in a structured format:
Situation → Decision → Reasoning → Benefits → Trade-offs
Below are concise architect-level answers that you can expand during the interview.
1. Why would you choose Logic Apps instead of Azure Functions?
Answer
Logic Apps are best for workflow orchestration and system integration because they provide built-in connectors, visual workflows, retries, tracking, and long-running process support. Azure Functions are better for custom business logic and code execution. In most enterprise integrations, I use Logic Apps for orchestration and Functions for custom processing.
2. Logic Apps Standard vs Consumption?
Answer
Standard
Consumption
Single tenant
Multi-tenant
Fixed pricing
Pay-per-execution
Better performance
Lower cost for low volume
VNET support
Limited networking
Suitable for enterprise workloads
Suitable for smaller workloads
For enterprise projects, I generally recommend Standard.
3. How do you handle failures in Logic Apps?
Answer
I use retry policies, Scope actions, run-after configurations, exception workflows, dead-letter queues, alerts, and Application Insights monitoring.
4. Service Bus Queue vs Topic?
Answer
Queue = One producer → One consumer.
Topic = One producer → Multiple subscribers.
Queues support point-to-point communication while Topics support publish-subscribe patterns.
5. What is a Dead Letter Queue?
Answer
A Dead Letter Queue stores messages that cannot be processed successfully after maximum retry attempts. It prevents message loss and allows investigation and reprocessing.
6. How do you guarantee message delivery?
Answer
Azure Service Bus provides at-least-once delivery. To avoid duplicates, I implement idempotency, duplicate detection, transactions, retries, and dead-letter handling.
7. What are Service Bus Sessions?
Answer
Sessions ensure related messages are processed in order and by the same consumer. They are useful for order processing and workflow state management.
8. Event Grid vs Service Bus vs Event Hub?
Answer
Service
Use Case
Event Grid
Event notifications
Service Bus
Enterprise messaging
Event Hub
High-volume streaming
Event Grid is event-driven, Service Bus is message-driven, and Event Hub is stream-driven.
9. When would you use Event Grid instead of Service Bus?
Answer
When I need lightweight event notifications such as file uploads, resource changes, or business events with multiple subscribers.
10. When should Azure Functions be used?
Answer
For custom business logic, transformations, validations, calculations, and lightweight APIs.
11. Consumption vs Premium Functions?
Answer
Consumption:
Cheaper
Auto-scale
Cold starts
Premium:
No cold starts
VNET support
Better performance
Premium is preferred for critical enterprise systems.
12. Why use API Management?
Answer
API Management provides security, rate limiting, monitoring, versioning, developer onboarding, and governance for APIs.
13. API versioning strategies?
Answer
Common approaches:
URI versioning (/v1/orders)
Header versioning
Query parameter versioning
I generally prefer URI versioning because it is easier for consumers.
14. How do you secure APIs in APIM?
Answer
I use:
Azure AD
OAuth2
JWT validation
Client certificates
Managed Identities
Rate limiting
15. How would you integrate SAP with Azure?
Answer
SAP
→ On-Premises Gateway
→ Logic Apps
→ Service Bus
→ Downstream Systems
This approach provides reliability, decoupling, and scalability.
16. What is On-Premises Data Gateway?
Answer
A secure bridge that enables Azure services to communicate with systems inside a private corporate network without opening inbound firewall ports.
17. Biggest Hybrid Integration challenges?
Answer
Latency, firewall restrictions, VPN issues, security, legacy protocols, and operational support.
18. Design Salesforce-SAP-Dynamics Integration
Answer
I would use:
APIM for API exposure
Logic Apps for orchestration
Service Bus for decoupling
Functions for transformations
Key Vault for secrets
Azure Monitor for observability
19. Design Event-Driven Architecture
Answer
Event Producer
→ Event Grid
→ Service Bus
→ Functions
→ Consumer Systems
This enables loose coupling and scalability.
20. Process 10 Million Messages per Day
Answer
I would use:
Service Bus Premium
Auto-scaling Functions
Partitioning
Monitoring
Dead-letter queues
Multi-region resilience
21. What Integration Patterns have you used?
Answer
Publish-Subscribe
Request-Reply
Competing Consumers
Content-Based Routing
Aggregator
Message Translator
Saga Pattern
22. Synchronous vs Asynchronous Integration?
Answer
Synchronous:
Immediate response required
Tighter coupling
Asynchronous:
Better scalability
Better resilience
Preferred for enterprise integration
23. API-Led Connectivity vs Event-Driven Architecture?
Answer
API-Led:
Request-response
Real-time queries
Event-Driven:
Event notifications
Loose coupling
Many modern solutions use both together.
24. Integration in Microservices?
Answer
I avoid point-to-point integrations and use APIs, messaging, events, and API gateways.
25. What is Saga Pattern?
Answer
Saga manages distributed transactions through a series of local transactions and compensating actions if failures occur.
26. How do you maintain consistency across microservices?
Answer
Using:
Eventual consistency
Saga pattern
Outbox pattern
27. What is Outbox Pattern?
Answer
Business data and events are written in the same transaction, ensuring reliable event publication.
28. How do you deploy Logic Apps?
Answer
Using Azure DevOps pipelines with Bicep, ARM templates, or Terraform and automated CI/CD processes.
29. What should be deployed using Infrastructure as Code?
Answer
Everything:
APIM
Logic Apps
Functions
Service Bus
Event Grid
Key Vault
30. Bicep vs ARM?
Answer
Bicep is simpler, more readable, easier to maintain, and compiles into ARM templates.
31. Environment-specific configuration?
Answer
I use:
Azure Key Vault
Variable Groups
App Settings
Parameter files
32. Branching Strategy?
Answer
I prefer Trunk-Based Development for modern DevOps environments and GitFlow for large release-driven programmes.
33. How would you secure an integration platform?
Answer
Using:
Azure AD
RBAC
Managed Identities
Private Endpoints
Key Vault
Network segmentation
34. What is Managed Identity?
Answer
Managed Identity allows Azure services to authenticate securely without storing secrets or credentials.
35. Secure Azure to On-Prem Communication?
Answer
VPN, ExpressRoute, private endpoints, gateway services, encryption, and least-privilege access.
36. What is Zero Trust?
Answer
Never trust, always verify. Every user, service, and device must be authenticated and authorized continuously.
37. How do you monitor integrations?
Answer
Using:
Azure Monitor
Log Analytics
Application Insights
Dashboards
Alerts
38. What KPIs do you track?
Answer
Message throughput
Success rate
Failure rate
Processing latency
Availability
SLA compliance
39. Troubleshooting intermittent issues?
Answer
Review logs, correlation IDs, dependencies, retries, network latency, resource utilization, and historical telemetry.
40. Managing difficult stakeholders?
Answer
I focus on understanding concerns, presenting facts, discussing trade-offs, and aligning decisions to business objectives.
41. Managing Offshore Teams?
Answer
Clear architecture standards, regular reviews, documented decisions, shared backlog, and frequent communication.
42. Ensuring Delivery Quality?
Answer
Architecture reviews, coding standards, CI/CD quality gates, automated testing, and governance checkpoints.
43. Challenging Client Decisions?
Answer
Yes. I present risks, alternative options, impact assessments, and recommendations while respecting client ownership.
44. What happens in Technical Design Authority?
Answer
Designs are reviewed against security, scalability, resilience, compliance, cost, and enterprise standards before approval.
45. How do you estimate Integration Projects?
Answer
Based on:
Number of interfaces
Complexity
Transformations
Security requirements
Non-functional requirements
Testing effort
46. Why move from BizTalk to Azure Integration Services?
Answer
Lower infrastructure overhead, cloud scalability, better DevOps support, lower operational costs, and modern architecture patterns.
47. How do you prepare a Solution Proposal?
Answer
Gather requirements, define architecture, identify risks, estimate effort, define roadmap, and articulate business benefits.
48. What do you gather during Discovery?
Answer
Business objectives, integrations, systems landscape, security requirements, data volumes, SLAs, and constraints.
49. Common Integration Risks?
Answer
Legacy systems, unclear ownership, poor data quality, performance bottlenecks, security gaps, and dependency risks.
50. How can GenAI help Integration Delivery?
Answer
Generating mappings, API documentation, test cases, design documents, workflow drafts, and operational runbooks.
51. What is MCP?
Answer
Model Context Protocol is an open standard that allows AI models to securely connect to tools, systems, APIs, and enterprise data sources.
52. What is A2A?
Answer
Agent-to-Agent communication enables multiple AI agents to collaborate, exchange context, and coordinate tasks.
53. How would you integrate Azure OpenAI into enterprise systems?
Answer
APIM
→ Logic Apps
→ Azure OpenAI
→ Functions
→ Business Systems
with governance, monitoring, security, and human approval where required.