Amazon AWS AIP-C01 Enterprise GenAI Integration Practice Test

 

Topic 09 focuses on Enterprise Integration Architectures for GenAI for the AWS Certified Generative AI Developer – Professional certification and the AIP-C01 exam, using Amazon Bedrock and AWS generative AI services and architecture scenarios where relevant. For broader exam preparation, review the AWS Certified Generative AI Developer – Professional AIP-C01 Exam Dumps page. Each question includes a concise explanation of the correct answer and the technical reason the other choices are incorrect.

Question 1

The enterprise finance automation team has a design goal to add GenAI capabilities to an existing enterprise application without replacing its core system. What should the team choose?

1. EventBridge event-driven integration
2. AWS Wavelength edge integration
3. API-based legacy system integration
4. Lambda webhook handler

Correct Answer: C

 

Correct Answer

Answer C is correct because API-based legacy system integration is designed to add GenAI capabilities to an existing enterprise application without replacing its core system. It uses stable service interfaces to exchange requests and results between legacy workloads and the GenAI layer.

Incorrect Answers

Answer A is incorrect because EventBridge event-driven integration is primarily used to decouple enterprise systems by publishing state changes that GenAI workflows can react to asynchronously, which is a different requirement from the one being tested.

Answer B is incorrect because AWS Wavelength edge integration is primarily used to place supported application components close to mobile or telecommunications users for ultra-low-latency scenarios, which is a different requirement from the one being tested.

Answer D is incorrect because Lambda webhook handler is primarily used to connect external business-system events to GenAI processing with lightweight custom logic, which is a different requirement from the one being tested.

 

Question 2

The risk and controls team has a design goal to decouple enterprise systems by publishing state changes that GenAI workflows can react to asynchronously. What should the team choose?

1. CodePipeline and CodeBuild GenAI CI/CD
2. EventBridge event-driven integration
3. identity federation for enterprise AI access
4. controlled data synchronization pattern

Correct Answer: B

 

Correct Answer

Answer B is correct because EventBridge event-driven integration is designed to decouple enterprise systems by publishing state changes that GenAI workflows can react to asynchronously. It routes application events to targets without requiring the producer to call every downstream consumer directly.

Incorrect Answers

Answer A is incorrect because CodePipeline and CodeBuild GenAI CI/CD is primarily used to automate build, test, security checks, and controlled deployment of GenAI application components, which is a different requirement from the one being tested.

Answer C is incorrect because identity federation for enterprise AI access is primarily used to let existing enterprise identities obtain controlled access to GenAI services, which is a different requirement from the one being tested.

Answer D is incorrect because controlled data synchronization pattern is primarily used to keep selected enterprise data available to GenAI components while preserving source-of-record ownership, which is a different requirement from the one being tested.

 

Question 3

The enterprise search architecture group is prioritizing a requirement to keep selected enterprise data available to GenAI components while preserving source-of-record ownership. Which implementation is most appropriate?

1. controlled data synchronization pattern
2. centralized GenAI gateway
3. least-privilege IAM access
4. API Gateway microservice integration

Correct Answer: A

 

Correct Answer

Answer A is correct because controlled data synchronization pattern is designed to keep selected enterprise data available to GenAI components while preserving source-of-record ownership. It copies or transforms approved data on a defined schedule or event basis instead of granting unrestricted direct access.

Incorrect Answers

Answer B is incorrect because centralized GenAI gateway is primarily used to provide a consistent enterprise control point for model access, policy, routing, and observability, which is a different requirement from the one being tested.

Answer C is incorrect because least-privilege IAM access is primarily used to restrict GenAI applications to only the models, data, and actions they need, which is a different requirement from the one being tested.

Answer D is incorrect because API Gateway microservice integration is primarily used to expose a governed application-facing API in front of GenAI services, which is a different requirement from the one being tested.

 

Question 4

The insurance automation team is prioritizing a requirement to expose a governed application-facing API in front of GenAI services. Which implementation is most appropriate?

1. API Gateway microservice integration
2. Lambda webhook handler
3. jurisdiction-aware request routing
4. AWS Outposts hybrid integration

Correct Answer: A

 

Correct Answer

Answer A is correct because API Gateway microservice integration is designed to expose a governed application-facing API in front of GenAI services. It provides request validation, authentication integration, throttling, transformation, and managed API endpoints.

Incorrect Answers

Answer B is incorrect because Lambda webhook handler is primarily used to connect external business-system events to GenAI processing with lightweight custom logic, which is a different requirement from the one being tested.

Answer C is incorrect because jurisdiction-aware request routing is primarily used to send model and data processing only to environments permitted for the user’s legal or residency context, which is a different requirement from the one being tested.

Answer D is incorrect because AWS Outposts hybrid integration is primarily used to run supported AWS infrastructure on premises when local data or latency constraints require it, which is a different requirement from the one being tested.

 

Question 5

The procurement automation group must connect external business-system events to GenAI processing with lightweight custom logic. Which approach is the strongest fit?

1. Lambda webhook handler
2. API-based legacy system integration
3. AWS Wavelength edge integration
4. identity federation for enterprise AI access

Correct Answer: A

 

Correct Answer

Answer A is correct because Lambda webhook handler is designed to connect external business-system events to GenAI processing with lightweight custom logic. It receives webhook requests, validates them, and invokes downstream services without running a permanent server.

Incorrect Answers

Answer B is incorrect because API-based legacy system integration is primarily used to add GenAI capabilities to an existing enterprise application without replacing its core system, which is a different requirement from the one being tested.

Answer C is incorrect because AWS Wavelength edge integration is primarily used to place supported application components close to mobile or telecommunications users for ultra-low-latency scenarios, which is a different requirement from the one being tested.

Answer D is incorrect because identity federation for enterprise AI access is primarily used to let existing enterprise identities obtain controlled access to GenAI services, which is a different requirement from the one being tested.

 

Question 6

The observability engineering group needs an architecture that can let existing enterprise identities obtain controlled access to GenAI services. Which choice best meets that need?

1. CodePipeline and CodeBuild GenAI CI/CD
2. EventBridge event-driven integration
3. least-privilege IAM access
4. identity federation for enterprise AI access

Correct Answer: D

 

Correct Answer

Answer D is correct because identity federation for enterprise AI access is designed to let existing enterprise identities obtain controlled access to GenAI services. It maps trusted external or workforce identity assertions into AWS authorization without creating unrelated credentials for every user.

Incorrect Answers

Answer A is incorrect because CodePipeline and CodeBuild GenAI CI/CD is primarily used to automate build, test, security checks, and controlled deployment of GenAI application components, which is a different requirement from the one being tested.

Answer B is incorrect because EventBridge event-driven integration is primarily used to decouple enterprise systems by publishing state changes that GenAI workflows can react to asynchronously, which is a different requirement from the one being tested.

Answer C is incorrect because least-privilege IAM access is primarily used to restrict GenAI applications to only the models, data, and actions they need, which is a different requirement from the one being tested.

 

Question 7

The managed services operations team needs an architecture that can restrict GenAI applications to only the models, data, and actions they need. Which choice best meets that need?

1. least-privilege IAM access
2. controlled data synchronization pattern
3. AWS Outposts hybrid integration
4. centralized GenAI gateway

Correct Answer: A

 

Correct Answer

Answer A is correct because least-privilege IAM access is designed to restrict GenAI applications to only the models, data, and actions they need. It uses narrowly scoped identities and policies so compromise of one component does not grant broad environment access.

Incorrect Answers

Answer B is incorrect because controlled data synchronization pattern is primarily used to keep selected enterprise data available to GenAI components while preserving source-of-record ownership, which is a different requirement from the one being tested.

Answer C is incorrect because AWS Outposts hybrid integration is primarily used to run supported AWS infrastructure on premises when local data or latency constraints require it, which is a different requirement from the one being tested.

Answer D is incorrect because centralized GenAI gateway is primarily used to provide a consistent enterprise control point for model access, policy, routing, and observability, which is a different requirement from the one being tested.

 

Question 8

The service management platform has a design goal to run supported AWS infrastructure on premises when local data or latency constraints require it. What should the team choose?

1. API Gateway microservice integration
2. jurisdiction-aware request routing
3. AWS Outposts hybrid integration
4. AWS Wavelength edge integration

Correct Answer: C

 

Correct Answer

Answer C is correct because AWS Outposts hybrid integration is designed to run supported AWS infrastructure on premises when local data or latency constraints require it. It extends AWS infrastructure and services into an on-premises environment while maintaining AWS management integration.

Incorrect Answers

Answer A is incorrect because API Gateway microservice integration is primarily used to expose a governed application-facing API in front of GenAI services, which is a different requirement from the one being tested.

Answer B is incorrect because jurisdiction-aware request routing is primarily used to send model and data processing only to environments permitted for the user’s legal or residency context, which is a different requirement from the one being tested.

Answer D is incorrect because AWS Wavelength edge integration is primarily used to place supported application components close to mobile or telecommunications users for ultra-low-latency scenarios, which is a different requirement from the one being tested.

 

Question 9

The digital experience platform must place supported application components close to mobile or telecommunications users for ultra-low-latency scenarios. Which approach is the strongest fit?

1. CodePipeline and CodeBuild GenAI CI/CD
2. API-based legacy system integration
3. AWS Wavelength edge integration
4. Lambda webhook handler

Correct Answer: C

 

Correct Answer

Answer C is correct because AWS Wavelength edge integration is designed to place supported application components close to mobile or telecommunications users for ultra-low-latency scenarios. It runs workloads in wavelength zones connected to communications service provider infrastructure.

Incorrect Answers

Answer A is incorrect because CodePipeline and CodeBuild GenAI CI/CD is primarily used to automate build, test, security checks, and controlled deployment of GenAI application components, which is a different requirement from the one being tested.

Answer B is incorrect because API-based legacy system integration is primarily used to add GenAI capabilities to an existing enterprise application without replacing its core system, which is a different requirement from the one being tested.

Answer D is incorrect because Lambda webhook handler is primarily used to connect external business-system events to GenAI processing with lightweight custom logic, which is a different requirement from the one being tested.

 

Question 10

The cloud governance office must automate build, test, security checks, and controlled deployment of GenAI application components. Which approach is the strongest fit?

1. centralized GenAI gateway
2. EventBridge event-driven integration
3. identity federation for enterprise AI access
4. CodePipeline and CodeBuild GenAI CI/CD

Correct Answer: D

 

Correct Answer

Answer D is correct because CodePipeline and CodeBuild GenAI CI/CD is designed to automate build, test, security checks, and controlled deployment of GenAI application components. It creates repeatable delivery stages with approval and rollback hooks instead of manual releases.

Incorrect Answers

Answer A is incorrect because centralized GenAI gateway is primarily used to provide a consistent enterprise control point for model access, policy, routing, and observability, which is a different requirement from the one being tested.

Answer B is incorrect because EventBridge event-driven integration is primarily used to decouple enterprise systems by publishing state changes that GenAI workflows can react to asynchronously, which is a different requirement from the one being tested.

Answer C is incorrect because identity federation for enterprise AI access is primarily used to let existing enterprise identities obtain controlled access to GenAI services, which is a different requirement from the one being tested.

 

Question 11

The travel booking application needs an architecture that can provide a consistent enterprise control point for model access, policy, routing, and observability. Which choice best meets that need?

1. centralized GenAI gateway
2. controlled data synchronization pattern
3. least-privilege IAM access
4. jurisdiction-aware request routing

Correct Answer: A

 

Correct Answer

Answer A is correct because centralized GenAI gateway is designed to provide a consistent enterprise control point for model access, policy, routing, and observability. It places an abstraction layer between consuming applications and foundation model providers so governance controls are applied uniformly.

Incorrect Answers

Answer B is incorrect because controlled data synchronization pattern is primarily used to keep selected enterprise data available to GenAI components while preserving source-of-record ownership, which is a different requirement from the one being tested.

Answer C is incorrect because least-privilege IAM access is primarily used to restrict GenAI applications to only the models, data, and actions they need, which is a different requirement from the one being tested.

Answer D is incorrect because jurisdiction-aware request routing is primarily used to send model and data processing only to environments permitted for the user’s legal or residency context, which is a different requirement from the one being tested.

 

Question 12

The compliance engineering group must send model and data processing only to environments permitted for the user’s legal or residency context. Which approach is the strongest fit?

1. AWS Outposts hybrid integration
2. API Gateway microservice integration
3. API-based legacy system integration
4. jurisdiction-aware request routing

Correct Answer: D

 

Correct Answer

Answer D is correct because jurisdiction-aware request routing is designed to send model and data processing only to environments permitted for the user’s legal or residency context. It combines identity, data classification, and region rules to choose compliant processing paths.

Incorrect Answers

Answer A is incorrect because AWS Outposts hybrid integration is primarily used to run supported AWS infrastructure on premises when local data or latency constraints require it, which is a different requirement from the one being tested.

Answer B is incorrect because API Gateway microservice integration is primarily used to expose a governed application-facing API in front of GenAI services, which is a different requirement from the one being tested.

Answer C is incorrect because API-based legacy system integration is primarily used to add GenAI capabilities to an existing enterprise application without replacing its core system, which is a different requirement from the one being tested.

 

Question 13

The media processing service needs to identify a capability with this behavior: uses stable service interfaces to exchange requests and results between legacy workloads and the GenAI layer. What is the best match?

1. Lambda webhook handler
2. API-based legacy system integration
3. AWS Wavelength edge integration
4. EventBridge event-driven integration

Correct Answer: B

 

Correct Answer

Answer B is correct because the description directly matches API-based legacy system integration. API-based legacy system integration uses stable service interfaces to exchange requests and results between legacy workloads and the GenAI layer.

Incorrect Answers

Answer A is incorrect because Lambda webhook handler is primarily used to connect external business-system events to GenAI processing with lightweight custom logic, which is a different requirement from the one being tested.

Answer C is incorrect because AWS Wavelength edge integration is primarily used to place supported application components close to mobile or telecommunications users for ultra-low-latency scenarios, which is a different requirement from the one being tested.

Answer D is incorrect because EventBridge event-driven integration is primarily used to decouple enterprise systems by publishing state changes that GenAI workflows can react to asynchronously, which is a different requirement from the one being tested.

 

Question 14

The multinational architecture team describes a component that routes application events to targets without requiring the producer to call every downstream consumer directly. Which capability is being described?

1. controlled data synchronization pattern
2. EventBridge event-driven integration
3. CodePipeline and CodeBuild GenAI CI/CD
4. identity federation for enterprise AI access

Correct Answer: B

 

Correct Answer

Answer B is correct because the description directly matches EventBridge event-driven integration. EventBridge event-driven integration routes application events to targets without requiring the producer to call every downstream consumer directly.

Incorrect Answers

Answer A is incorrect because controlled data synchronization pattern is primarily used to keep selected enterprise data available to GenAI components while preserving source-of-record ownership, which is a different requirement from the one being tested.

Answer C is incorrect because CodePipeline and CodeBuild GenAI CI/CD is primarily used to automate build, test, security checks, and controlled deployment of GenAI application components, which is a different requirement from the one being tested.

Answer D is incorrect because identity federation for enterprise AI access is primarily used to let existing enterprise identities obtain controlled access to GenAI services, which is a different requirement from the one being tested.

 

Question 15

The platform reliability team needs to identify a capability with this behavior: copies or transforms approved data on a defined schedule or event basis instead of granting unrestricted direct access. What is the best match?

1. centralized GenAI gateway
2. controlled data synchronization pattern
3. least-privilege IAM access
4. API Gateway microservice integration

Correct Answer: B

 

Correct Answer

Answer B is correct because the description directly matches controlled data synchronization pattern. controlled data synchronization pattern copies or transforms approved data on a defined schedule or event basis instead of granting unrestricted direct access.

Incorrect Answers

Answer A is incorrect because centralized GenAI gateway is primarily used to provide a consistent enterprise control point for model access, policy, routing, and observability, which is a different requirement from the one being tested.

Answer C is incorrect because least-privilege IAM access is primarily used to restrict GenAI applications to only the models, data, and actions they need, which is a different requirement from the one being tested.

Answer D is incorrect because API Gateway microservice integration is primarily used to expose a governed application-facing API in front of GenAI services, which is a different requirement from the one being tested.

 

Question 16

The enterprise search program needs to identify a capability with this behavior: provides request validation, authentication integration, throttling, transformation, and managed API endpoints. What is the best match?

1. Lambda webhook handler
2. jurisdiction-aware request routing
3. API Gateway microservice integration
4. AWS Outposts hybrid integration

Correct Answer: C

 

Correct Answer

Answer C is correct because the description directly matches API Gateway microservice integration. API Gateway microservice integration provides request validation, authentication integration, throttling, transformation, and managed API endpoints.

Incorrect Answers

Answer A is incorrect because Lambda webhook handler is primarily used to connect external business-system events to GenAI processing with lightweight custom logic, which is a different requirement from the one being tested.

Answer B is incorrect because jurisdiction-aware request routing is primarily used to send model and data processing only to environments permitted for the user’s legal or residency context, which is a different requirement from the one being tested.

Answer D is incorrect because AWS Outposts hybrid integration is primarily used to run supported AWS infrastructure on premises when local data or latency constraints require it, which is a different requirement from the one being tested.

 

Question 17

The workflow modernization program documents this GenAI behavior: receives webhook requests, validates them, and invokes downstream services without running a permanent server. Which capability matches it?

1. identity federation for enterprise AI access
2. API-based legacy system integration
3. Lambda webhook handler
4. AWS Wavelength edge integration

Correct Answer: C

 

Correct Answer

Answer C is correct because the description directly matches Lambda webhook handler. Lambda webhook handler receives webhook requests, validates them, and invokes downstream services without running a permanent server.

Incorrect Answers

Answer A is incorrect because identity federation for enterprise AI access is primarily used to let existing enterprise identities obtain controlled access to GenAI services, which is a different requirement from the one being tested.

Answer B is incorrect because API-based legacy system integration is primarily used to add GenAI capabilities to an existing enterprise application without replacing its core system, which is a different requirement from the one being tested.

Answer D is incorrect because AWS Wavelength edge integration is primarily used to place supported application components close to mobile or telecommunications users for ultra-low-latency scenarios, which is a different requirement from the one being tested.

 

Question 18

The medical research assistant describes a component that maps trusted external or workforce identity assertions into AWS authorization without creating unrelated credentials for every user. Which capability is being described?

1. least-privilege IAM access
2. identity federation for enterprise AI access
3. CodePipeline and CodeBuild GenAI CI/CD
4. EventBridge event-driven integration

Correct Answer: B

 

Correct Answer

Answer B is correct because the description directly matches identity federation for enterprise AI access. identity federation for enterprise AI access maps trusted external or workforce identity assertions into AWS authorization without creating unrelated credentials for every user.

Incorrect Answers

Answer A is incorrect because least-privilege IAM access is primarily used to restrict GenAI applications to only the models, data, and actions they need, which is a different requirement from the one being tested.

Answer C is incorrect because CodePipeline and CodeBuild GenAI CI/CD is primarily used to automate build, test, security checks, and controlled deployment of GenAI application components, which is a different requirement from the one being tested.

Answer D is incorrect because EventBridge event-driven integration is primarily used to decouple enterprise systems by publishing state changes that GenAI workflows can react to asynchronously, which is a different requirement from the one being tested.

 

Question 19

The regional cloud architecture group needs to identify a capability with this behavior: uses narrowly scoped identities and policies so compromise of one component does not grant broad environment access. What is the best match?

1. centralized GenAI gateway
2. controlled data synchronization pattern
3. least-privilege IAM access
4. AWS Outposts hybrid integration

Correct Answer: C

 

Correct Answer

Answer C is correct because the description directly matches least-privilege IAM access. least-privilege IAM access uses narrowly scoped identities and policies so compromise of one component does not grant broad environment access.

Incorrect Answers

Answer A is incorrect because centralized GenAI gateway is primarily used to provide a consistent enterprise control point for model access, policy, routing, and observability, which is a different requirement from the one being tested.

Answer B is incorrect because controlled data synchronization pattern is primarily used to keep selected enterprise data available to GenAI components while preserving source-of-record ownership, which is a different requirement from the one being tested.

Answer D is incorrect because AWS Outposts hybrid integration is primarily used to run supported AWS infrastructure on premises when local data or latency constraints require it, which is a different requirement from the one being tested.

 

Question 20

Within the retail recommendation team’s architecture, which capability matches this technical description: extends AWS infrastructure and services into an on-premises environment while maintaining AWS management integration?

1. AWS Outposts hybrid integration
2. AWS Wavelength edge integration
3. jurisdiction-aware request routing
4. API Gateway microservice integration

Correct Answer: A

 

Correct Answer

Answer A is correct because the description directly matches AWS Outposts hybrid integration. AWS Outposts hybrid integration extends AWS infrastructure and services into an on-premises environment while maintaining AWS management integration.

Incorrect Answers

Answer B is incorrect because AWS Wavelength edge integration is primarily used to place supported application components close to mobile or telecommunications users for ultra-low-latency scenarios, which is a different requirement from the one being tested.

Answer C is incorrect because jurisdiction-aware request routing is primarily used to send model and data processing only to environments permitted for the user’s legal or residency context, which is a different requirement from the one being tested.

Answer D is incorrect because API Gateway microservice integration is primarily used to expose a governed application-facing API in front of GenAI services, which is a different requirement from the one being tested.

 

Question 21

The telecommunications service describes a component that runs workloads in Wavelength Zones connected to communications service provider infrastructure. Which capability is being described?

1. Lambda webhook handler
2. API-based legacy system integration
3. CodePipeline and CodeBuild GenAI CI/CD
4. AWS Wavelength edge integration

Correct Answer: D

 

Correct Answer

Answer D is correct because the description directly matches AWS Wavelength edge integration. AWS Wavelength edge integration runs workloads in Wavelength Zones connected to communications service provider infrastructure.

Incorrect Answers

Answer A is incorrect because Lambda webhook handler is primarily used to connect external business-system events to GenAI processing with lightweight custom logic, which is a different requirement from the one being tested.

Answer B is incorrect because API-based legacy system integration is primarily used to add GenAI capabilities to an existing enterprise application without replacing its core system, which is a different requirement from the one being tested.

Answer C is incorrect because CodePipeline and CodeBuild GenAI CI/CD is primarily used to automate build, test, security checks, and controlled deployment of GenAI application components, which is a different requirement from the one being tested.

 

Question 22

Within the marketing content platform’s architecture, which capability matches this technical description: creates repeatable delivery stages with approval and rollback hooks instead of manual releases?

1. EventBridge event-driven integration
2. identity federation for enterprise AI access
3. centralized GenAI gateway
4. CodePipeline and CodeBuild GenAI CI/CD

Correct Answer: D

 

Correct Answer

Answer D is correct because the description directly matches CodePipeline and CodeBuild GenAI CI/CD. CodePipeline and CodeBuild GenAI CI/CD creates repeatable delivery stages with approval and rollback hooks instead of manual releases.

Incorrect Answers

Answer A is incorrect because EventBridge event-driven integration is primarily used to decouple enterprise systems by publishing state changes that GenAI workflows can react to asynchronously, which is a different requirement from the one being tested.

Answer B is incorrect because identity federation for enterprise AI access is primarily used to let existing enterprise identities obtain controlled access to GenAI services, which is a different requirement from the one being tested.

Answer C is incorrect because centralized GenAI gateway is primarily used to provide a consistent enterprise control point for model access, policy, routing, and observability, which is a different requirement from the one being tested.

 

Question 23

The API platform team describes a component that places an abstraction layer between consuming applications and foundation model providers so governance controls are applied uniformly. Which capability is being described?

1. controlled data synchronization pattern
2. least-privilege IAM access
3. jurisdiction-aware request routing
4. centralized GenAI gateway

Correct Answer: D

 

Correct Answer

Answer D is correct because the description directly matches centralized GenAI gateway. centralized GenAI gateway places an abstraction layer between consuming applications and foundation model providers so governance controls are applied uniformly.

Incorrect Answers

Answer A is incorrect because controlled data synchronization pattern is primarily used to keep selected enterprise data available to GenAI components while preserving source-of-record ownership, which is a different requirement from the one being tested.

Answer B is incorrect because least-privilege IAM access is primarily used to restrict GenAI applications to only the models, data, and actions they need, which is a different requirement from the one being tested.

Answer C is incorrect because jurisdiction-aware request routing is primarily used to send model and data processing only to environments permitted for the user’s legal or residency context, which is a different requirement from the one being tested.

 

Question 24

The product recommendation platform documents this GenAI behavior: combines identity, data classification, and region rules to choose compliant processing paths. Which capability matches it?

1. API Gateway microservice integration
2. jurisdiction-aware request routing
3. API-based legacy system integration
4. AWS Outposts hybrid integration

Correct Answer: B

 

Correct Answer

Answer B is correct because the description directly matches jurisdiction-aware request routing. jurisdiction-aware request routing combines identity, data classification, and region rules to choose compliant processing paths.

Incorrect Answers

Answer A is incorrect because API Gateway microservice integration is primarily used to expose a governed application-facing API in front of GenAI services, which is a different requirement from the one being tested.

Answer C is incorrect because API-based legacy system integration is primarily used to add GenAI capabilities to an existing enterprise application without replacing its core system, which is a different requirement from the one being tested.

Answer D is incorrect because AWS Outposts hybrid integration is primarily used to run supported AWS infrastructure on premises when local data or latency constraints require it, which is a different requirement from the one being tested.

 

Question 25

The data privacy office plans to adopt API-based legacy system integration. Which outcome should drive that decision?

1. Decouple enterprise systems by publishing state changes that GenAI workflows can react to asynchronously
2. Connect external business-system events to GenAI processing with lightweight custom logic
3. Add GenAI capabilities to an existing enterprise application without replacing its core system
4. Place supported application components close to mobile or telecommunications users for ultra-low-latency scenarios

Correct Answer: C

 

Correct Answer

Answer C is correct because API-based legacy system integration is specifically used to add GenAI capabilities to an existing enterprise application without replacing its core system. It uses stable service interfaces to exchange requests and results between legacy workloads and the GenAI layer.

Incorrect Answers

Answer A is incorrect because that requirement aligns with EventBridge event-driven integration, not API-based legacy system integration.

Answer B is incorrect because that requirement aligns with Lambda webhook handler, not API-based legacy system integration.

Answer D is incorrect because that requirement aligns with AWS Wavelength edge integration, not API-based legacy system integration.

 

Question 26

Within the enterprise integration office’s design, the team highlights EventBridge event-driven integration. Which need does that component address?

1. Decouple enterprise systems by publishing state changes that GenAI workflows can react to asynchronously
2. Automate build, test, security checks, and controlled deployment of GenAI application components
3. Let existing enterprise identities obtain controlled access to GenAI services
4. Keep selected enterprise data available to GenAI components while preserving source-of-record ownership

Correct Answer: A

 

Correct Answer

Answer A is correct because EventBridge event-driven integration is specifically used to decouple enterprise systems by publishing state changes that GenAI workflows can react to asynchronously. It routes application events to targets without requiring the producer to call every downstream consumer directly.

Incorrect Answers

Answer B is incorrect because that requirement aligns with CodePipeline and CodeBuild GenAI CI/CD, not EventBridge event-driven integration.

Answer C is incorrect because that requirement aligns with identity federation for enterprise AI access, not EventBridge event-driven integration.

Answer D is incorrect because that requirement aligns with controlled data synchronization pattern, not EventBridge event-driven integration.

 

Question 27

The corporate knowledge assistant has proposed controlled data synchronization pattern for its design. Which requirement best justifies it?

1. Keep selected enterprise data available to GenAI components while preserving source-of-record ownership
2. Expose a governed application-facing API in front of GenAI services
3. Restrict GenAI applications to only the models, data, and actions they need
4. Provide a consistent enterprise control point for model access, policy, routing, and observability

Correct Answer: A

 

Correct Answer

Answer A is correct because controlled data synchronization pattern is specifically used to keep selected enterprise data available to GenAI components while preserving source-of-record ownership. It copies or transforms approved data on a defined schedule or event basis instead of granting unrestricted direct access.

Incorrect Answers

Answer B is incorrect because that requirement aligns with API Gateway microservice integration, not controlled data synchronization pattern.

Answer C is incorrect because that requirement aligns with least-privilege IAM access, not controlled data synchronization pattern.

Answer D is incorrect because that requirement aligns with centralized GenAI gateway, not controlled data synchronization pattern.

 

Question 28

Why would the enterprise data marketplace introduce API Gateway microservice integration into the GenAI architecture?

1. Run supported AWS infrastructure on premises when local data or latency constraints require it
2. Expose a governed application-facing API in front of GenAI services
3. Send model and data processing only to environments permitted for the user’s legal or residency context
4. Connect external business-system events to GenAI processing with lightweight custom logic

Correct Answer: B

 

Correct Answer

Answer B is correct because API Gateway microservice integration is specifically used to expose a governed application-facing API in front of GenAI services. It provides request validation, authentication integration, throttling, transformation, and managed API endpoints.

Incorrect Answers

Answer A is incorrect because that requirement aligns with AWS Outposts hybrid integration, not API Gateway microservice integration.

Answer C is incorrect because that requirement aligns with jurisdiction-aware request routing, not API Gateway microservice integration.

Answer D is incorrect because that requirement aligns with Lambda webhook handler, not API Gateway microservice integration.

 

Question 29

The case management platform is considering Lambda webhook handler. What problem is this choice primarily meant to solve?

1. Let existing enterprise identities obtain controlled access to GenAI services
2. Connect external business-system events to GenAI processing with lightweight custom logic
3. Place supported application components close to mobile or telecommunications users for ultra-low-latency scenarios
4. Add GenAI capabilities to an existing enterprise application without replacing its core system

Correct Answer: B

 

Correct Answer

Answer B is correct because Lambda webhook handler is specifically used to connect external business-system events to GenAI processing with lightweight custom logic. It receives webhook requests, validates them, and invokes downstream services without running a permanent server.

Incorrect Answers

Answer A is incorrect because that requirement aligns with identity federation for enterprise AI access, not Lambda webhook handler.

Answer C is incorrect because that requirement aligns with AWS Wavelength edge integration, not Lambda webhook handler.

Answer D is incorrect because that requirement aligns with API-based legacy system integration, not Lambda webhook handler.

 

Question 30

The legal research platform includes identity federation for enterprise AI access in its architecture. What is its primary role?

1. Automate build, test, security checks, and controlled deployment of GenAI application components
2. Let existing enterprise identities obtain controlled access to GenAI services
3. Decouple enterprise systems by publishing state changes that GenAI workflows can react to asynchronously
4. Restrict GenAI applications to only the models, data, and actions they need

Correct Answer: B

 

Correct Answer

Answer B is correct because identity federation for enterprise AI access is specifically used to let existing enterprise identities obtain controlled access to GenAI services. It maps trusted external or workforce identity assertions into AWS authorization without creating unrelated credentials for every user.

Incorrect Answers

Answer A is incorrect because that requirement aligns with CodePipeline and CodeBuild GenAI CI/CD, not identity federation for enterprise AI access.

Answer C is incorrect because that requirement aligns with EventBridge event-driven integration, not identity federation for enterprise AI access.

Answer D is incorrect because that requirement aligns with least-privilege IAM access, not identity federation for enterprise AI access.

 

Question 31

The research assistant application has proposed least-privilege IAM access for its design. Which requirement best justifies it?

1. Run supported AWS infrastructure on premises when local data or latency constraints require it
2. Provide a consistent enterprise control point for model access, policy, routing, and observability
3. Restrict GenAI applications to only the models, data, and actions they need
4. Keep selected enterprise data available to GenAI components while preserving source-of-record ownership

Correct Answer: C

 

Correct Answer

Answer C is correct because least-privilege IAM access is specifically used to restrict GenAI applications to only the models, data, and actions they need. It uses narrowly scoped identities and policies so compromise of one component does not grant broad environment access.

Incorrect Answers

Answer A is incorrect because that requirement aligns with AWS Outposts hybrid integration, not least-privilege IAM access.

Answer B is incorrect because that requirement aligns with centralized GenAI gateway, not least-privilege IAM access.

Answer D is incorrect because that requirement aligns with controlled data synchronization pattern, not least-privilege IAM access.

 

Question 32

Within the AI product engineering team’s design, the team highlights AWS Outposts hybrid integration. Which need does that component address?

1. Run supported AWS infrastructure on premises when local data or latency constraints require it
2. Place supported application components close to mobile or telecommunications users for ultra-low-latency scenarios
3. Expose a governed application-facing API in front of GenAI services
4. Send model and data processing only to environments permitted for the user’s legal or residency context

Correct Answer: A

 

Correct Answer

Answer A is correct because AWS Outposts hybrid integration is specifically used to run supported AWS infrastructure on premises when local data or latency constraints require it. It extends AWS infrastructure and services into an on-premises environment while maintaining AWS management integration.

Incorrect Answers

Answer B is incorrect because that requirement aligns with AWS Wavelength edge integration, not AWS Outposts hybrid integration.

Answer C is incorrect because that requirement aligns with API Gateway microservice integration, not AWS Outposts hybrid integration.

Answer D is incorrect because that requirement aligns with jurisdiction-aware request routing, not AWS Outposts hybrid integration.

 

Question 33

The supply-chain analytics group has proposed AWS Wavelength edge integration for its design. Which requirement best justifies it?

1. Connect external business-system events to GenAI processing with lightweight custom logic
2. Automate build, test, security checks, and controlled deployment of GenAI application components
3. Add GenAI capabilities to an existing enterprise application without replacing its core system
4. Place supported application components close to mobile or telecommunications users for ultra-low-latency scenarios

Correct Answer: D

 

Correct Answer

Answer D is correct because AWS Wavelength edge integration is specifically used to place supported application components close to mobile or telecommunications users for ultra-low-latency scenarios. It runs workloads in wavelength zones connected to communications service provider infrastructure.

Incorrect Answers

Answer A is incorrect because that requirement aligns with Lambda webhook handler, not AWS Wavelength edge integration.

Answer B is incorrect because that requirement aligns with CodePipeline and CodeBuild GenAI CI/CD, not AWS Wavelength edge integration.

Answer C is incorrect because that requirement aligns with API-based legacy system integration, not AWS Wavelength edge integration.

 

Question 34

The enterprise developer platform has proposed CodePipeline and CodeBuild GenAI CI/CD for its design. Which requirement best justifies it?

1. Decouple enterprise systems by publishing state changes that GenAI workflows can react to asynchronously
2. Provide a consistent enterprise control point for model access, policy, routing, and observability
3. Let existing enterprise identities obtain controlled access to GenAI services
4. Automate build, test, security checks, and controlled deployment of GenAI application components

Correct Answer: D

 

Correct Answer

Answer D is correct because CodePipeline and CodeBuild GenAI CI/CD is specifically used to automate build, test, security checks, and controlled deployment of GenAI application components. It creates repeatable delivery stages with approval and rollback hooks instead of manual releases.

Incorrect Answers

Answer A is incorrect because that requirement aligns with EventBridge event-driven integration, not CodePipeline and CodeBuild GenAI CI/CD.

Answer B is incorrect because that requirement aligns with centralized GenAI gateway, not CodePipeline and CodeBuild GenAI CI/CD.

Answer C is incorrect because that requirement aligns with identity federation for enterprise AI access, not CodePipeline and CodeBuild GenAI CI/CD.

 

Question 35

The customer identity platform is considering centralized GenAI gateway. What problem is this choice primarily meant to solve?

1. Restrict GenAI applications to only the models, data, and actions they need
2. Keep selected enterprise data available to GenAI components while preserving source-of-record ownership
3. Provide a consistent enterprise control point for model access, policy, routing, and observability
4. Send model and data processing only to environments permitted for the user’s legal or residency context

Correct Answer: C

 

Correct Answer

Answer C is correct because centralized GenAI gateway is specifically used to provide a consistent enterprise control point for model access, policy, routing, and observability. It places an abstraction layer between consuming applications and foundation model providers so governance controls are applied uniformly.

Incorrect Answers

Answer A is incorrect because that requirement aligns with least-privilege IAM access, not centralized GenAI gateway.

Answer B is incorrect because that requirement aligns with controlled data synchronization pattern, not centralized GenAI gateway.

Answer D is incorrect because that requirement aligns with jurisdiction-aware request routing, not centralized GenAI gateway.