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This statement is true of Scalability, which addresses a research portal expects sustained growth from thousands to millions of visitors over several years. It does not explain the particular role of Rapid experimentation; On-demand cloud environments make experiments easier to start and stop as new ideas are evaluated.

This statement is true of Resource pooling, which addresses several departments need separate virtual workloads without each purchasing dedicated physical machines. It does not explain the particular role of Rapid experimentation; On-demand cloud environments make experiments easier to start and stop as new ideas are evaluated.

This statement is true of On-demand provisioning, which addresses a testing team needs temporary computing capacity immediately for a newly approved project. It does not explain the particular role of Rapid experimentation; On-demand cloud environments make experiments easier to start and stop as new ideas are evaluated.

This describes a scenario for AWS Organizations governance: use AWS Organizations for multi-account governance and consolidated controls. Organizations groups accounts and supports policies and billing consolidation; it does not itself analyze threats. It is not the most direct example of Security logging retention.

This describes a scenario for AWS CloudTrail API auditing: record account API activity with AWS CloudTrail. CloudTrail helps audit actions performed through the console, SDK and API; it differs from performance metrics. It is not the most direct example of Security logging retention.

This describes a scenario for Amazon Inspector vulnerability findings: use Amazon Inspector for vulnerability management findings. Inspector identifies package and supported workload vulnerabilities; it is not a replacement for data classification. It is not the most direct example of Security logging retention.

This outcome fits AWS Organizations governance: Organizations groups accounts and supports policies and billing consolidation; it does not itself analyze threats. The stakeholder requires the more specific capability provided by AWS Security Hub, not that separate benefit.

This outcome fits Defense in depth: Defense in depth reduces dependence on a single security mechanism by using multiple complementary safeguards. The stakeholder requires the more specific capability provided by AWS Security Hub, not that separate benefit.

This outcome fits AWS compliance shared model: AWS compliance programs cover AWS's side of applicable frameworks, while customers must evaluate and satisfy their own duties. The stakeholder requires the more specific capability provided by AWS Security Hub, not that separate benefit.

AWS Lambda instead focuses on a different requirement, such as an online form should run short application code only when events occur without managing servers. Lambda executes event-triggered code without the customer managing underlying servers, subject to service limits. It is not the primary match for the requirement described here: meet this requirement: a business runs an application that needs very large in-memory data structures.

Compute-optimized EC2 instead focuses on a different requirement, such as a simulation workload spends most of its time performing CPU-intensive numerical calculations. Compute-optimized instances provide a high ratio of compute performance for suitable CPU-bound applications. It is not the primary match for the requirement described here: meet this requirement: a business runs an application that needs very large in-memory data structures.

Amazon EKS instead focuses on a different requirement, such as an organization wants managed Kubernetes control-plane capabilities for containerized workloads. EKS offers managed Kubernetes control-plane capabilities for applications using Kubernetes APIs. It is not the primary match for the requirement described here: meet this requirement: a business runs an application that needs very large in-memory data structures.

Variable costs is associated with a different use case: a retailer wants lower cloud expenses during months with fewer transactions. Variable cost follows utilization or usage rather than remaining fixed at a pre-purchased capacity level. The question instead focuses on a department repeatedly creates and deletes temporary test environments by hand; Automation savings is the more direct match.

Total cost of ownership is associated with a different use case: a finance director compares AWS migration with building another private data center. Total cost of ownership considers direct and indirect costs, not only an instance hourly price. The question instead focuses on a department repeatedly creates and deletes temporary test environments by hand; Automation savings is the more direct match.

Idle resource spending is associated with a different use case: an internal testing account leaves unused compute instances running every weekend. Idle provisioned resources may continue to generate charges; matching uptime to need reduces wasted spending. The question instead focuses on a department repeatedly creates and deletes temporary test environments by hand; Automation savings is the more direct match.

AWS Database Migration Service instead focuses on a different requirement, such as a company wants to transfer database content to AWS while limiting downtime. AWS DMS can transfer data and support change data capture for applicable database migration scenarios. It is not the primary match for the requirement described here: leave a selected workload in its existing environment for now.

AWS Cloud Adoption Framework instead focuses on a different requirement, such as executives need a structured view of people, governance, business, platform, security, and operations during cloud adoption. AWS CAF helps align business and technology stakeholders throughout cloud adoption instead of treating migration as a server-copy exercise. It is not the primary match for the requirement described here: leave a selected workload in its existing environment for now.

Replatforming migration instead focuses on a different requirement, such as a company moves an application to AWS and also adopts a managed database without rebuilding its business logic. Replatforming adjusts selected supporting components to gain cloud benefits without a full application rewrite. It is not the primary match for the requirement described here: leave a selected workload in its existing environment for now.

This statement is true of Test recovery assumptions, which addresses a service owner has a written recovery plan but does not know whether it would work in practice. It does not explain the particular role of Security pillar; The Security pillar addresses identity, detection, infrastructure and data protection in the AWS Well-Architected Framework.

This statement is true of Reliability pillar, which addresses an application needs to recover predictably from failures and adapt when demand changes. It does not explain the particular role of Security pillar; The Security pillar addresses identity, detection, infrastructure and data protection in the AWS Well-Architected Framework.

This statement is true of Automated operational response, which addresses operators repeatedly perform the same low-risk response to predictable workload events. It does not explain the particular role of Security pillar; The Security pillar addresses identity, detection, infrastructure and data protection in the AWS Well-Architected Framework.

This outcome fits AWS CloudTrail API auditing: CloudTrail helps audit actions performed through the console, SDK and API; it differs from performance metrics. The stakeholder requires the more specific capability provided by Data residency considerations, not that separate benefit.

This outcome fits Security logging retention: Collecting logs alone is insufficient unless their access, preservation and lifecycle align with organizational policy. The stakeholder requires the more specific capability provided by Data residency considerations, not that separate benefit.

This outcome fits AWS Audit Manager evidence: AWS Audit Manager can collect evidence for assessments but does not replace an organization's compliance decisions. The stakeholder requires the more specific capability provided by Data residency considerations, not that separate benefit.

This statement is true of Amazon SageMaker AI, which addresses a machine learning team needs tools to build and deploy custom ML models. It does not explain the particular role of Amazon Lex; Lex provides conversational AI for chatbots and voice-enabled applications.

This statement is true of Amazon Rekognition, which addresses a media team wants managed analysis of image or video content without developing its own vision model. It does not explain the particular role of Amazon Lex; Lex provides conversational AI for chatbots and voice-enabled applications.

This statement is true of Amazon Kinesis, which addresses an application wants to capture and process a continuous stream of event records. It does not explain the particular role of Amazon Lex; Lex provides conversational AI for chatbots and voice-enabled applications.

This describes a scenario for AWS Cloud Adoption Framework: organize organizational readiness across AWS CAF perspectives. AWS CAF helps align business and technology stakeholders throughout cloud adoption instead of treating migration as a server-copy exercise. It is not the most direct example of AWS Snow Family.

This describes a scenario for Refactoring migration: make significant application changes to use cloud-native capabilities. Refactoring transforms the application architecture, rather than simply moving the existing runtime to the cloud. It is not the most direct example of AWS Snow Family.

This describes a scenario for Retaining a workload: leave a selected workload in its existing environment for now. Retaining is an intentional decision to defer migration when business or technical constraints make an immediate move inappropriate. It is not the most direct example of AWS Snow Family.

The roles are swapped. Storage-optimized EC2 is associated with choose an EC2 storage-optimized instance family where local storage performance is central; Amazon ECS instead has the role: Use Amazon Elastic Container Service to manage containerized applications. ECS manages deployment and scheduling of containers, with eligible EC2 or Fargate capacity options.

The roles are swapped. Elastic Load Balancing is associated with use Elastic Load Balancing to distribute incoming workload traffic; Amazon ECS instead has the role: Use Amazon Elastic Container Service to manage containerized applications. ECS manages deployment and scheduling of containers, with eligible EC2 or Fargate capacity options.

The roles are swapped. Memory-optimized EC2 is associated with choose an EC2 memory-optimized instance family; Amazon ECS instead has the role: Use Amazon Elastic Container Service to manage containerized applications. ECS manages deployment and scheduling of containers, with eligible EC2 or Fargate capacity options.