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The roles are swapped. Security logging retention is associated with define appropriate access controls and retention for collected audit logs; Data residency considerations instead has the role: Evaluate Region and service data-location capabilities against applicable residency requirements. Compliance and data-location choices remain customer decisions even when AWS operates the service infrastructure.

The roles are swapped. AWS CloudTrail is associated with record account API activity with AWS CloudTrail; Data residency considerations instead has the role: Evaluate Region and service data-location capabilities against applicable residency requirements. Compliance and data-location choices remain customer decisions even when AWS operates the service infrastructure.

The roles are swapped. Amazon Inspector is associated with use Amazon Inspector for vulnerability management findings; Data residency considerations instead has the role: Evaluate Region and service data-location capabilities against applicable residency requirements. Compliance and data-location choices remain customer decisions even when AWS operates the service infrastructure.

Amazon SES is associated with a different use case: a company must send transactional confirmation emails from its application. SES provides email sending and related features for business application communications. The question instead focuses on a manufacturer wants connected devices to exchange messages securely with cloud applications; AWS IoT Core is the more direct match.

Amazon SNS is associated with a different use case: a monitoring event should send notifications to multiple subscribed endpoints. SNS distributes published messages to subscribed destinations; it is not a relational database. The question instead focuses on a manufacturer wants connected devices to exchange messages securely with cloud applications; AWS IoT Core is the more direct match.

Amazon Connect is associated with a different use case: a company wants a cloud-based customer contact center with voice and contact workflows. Amazon Connect offers contact-center services, distinct from a general-purpose messaging queue. The question instead focuses on a manufacturer wants connected devices to exchange messages securely with cloud applications; AWS IoT Core is the more direct match.

This outcome fits Customer RDS data permissions: Selecting a managed database does not transfer responsibility for customer identities and data authorization to AWS. The stakeholder requires the more specific capability provided by AWS physical data center security, not that separate benefit.

This outcome fits AWS Lambda runtime infrastructure: Lambda abstracts away host provisioning and infrastructure operation, while customers remain accountable for their function code and permissions. The stakeholder requires the more specific capability provided by AWS physical data center security, not that separate benefit.

This outcome fits Customer encryption choices: Managed services can provide encryption capabilities, but customers must select and govern settings needed for their data. The stakeholder requires the more specific capability provided by AWS physical data center security, not that separate benefit.

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: meet this requirement: an organization must transfer a very large volume of data from a remote site with insufficient network bandwidth.

Retaining a workload instead focuses on a different requirement, such as a business must keep a legacy production system on premises until a contractual restriction expires. Retaining is an intentional decision to defer migration when business or technical constraints make an immediate move inappropriate. It is not the primary match for the requirement described here: meet this requirement: an organization must transfer a very large volume of data from a remote site with insufficient network bandwidth.

Refactoring migration instead focuses on a different requirement, such as a business is willing to redesign a tightly coupled application into cloud-native components. Refactoring transforms the application architecture, rather than simply moving the existing runtime to the cloud. It is not the primary match for the requirement described here: meet this requirement: an organization must transfer a very large volume of data from a remote site with insufficient network bandwidth.

The roles are swapped. Variable costs is associated with let eligible costs rise and fall with actual resource consumption; Automation savings instead has the role: Reduce repetitive administrative work through consistent automation. Automation can reduce manual effort and mistakes while making temporary resources easier to retire.

The roles are swapped. Total cost of ownership is associated with include facilities, hardware, operations, and staffing in a long-term cost comparison; Automation savings instead has the role: Reduce repetitive administrative work through consistent automation. Automation can reduce manual effort and mistakes while making temporary resources easier to retire.

The roles are swapped. Idle resource spending is associated with avoid paying for unnecessary always-on capacity by managing idle resources; Automation savings instead has the role: Reduce repetitive administrative work through consistent automation. Automation can reduce manual effort and mistakes while making temporary resources easier to retire.

Business continuity instead focuses on a different requirement, such as a retailer needs a plan for resuming critical operations after a major disruption. Business continuity combines preparedness and recovery measures rather than assuming failures will never occur. It is not the primary match for the requirement described here: deploy services geographically close to international users.

Edge content delivery instead focuses on a different requirement, such as a media company serves static images to viewers in many countries and wants them delivered near viewers. An edge content delivery network reduces distance to cached content and can improve latency for geographically distributed users. It is not the primary match for the requirement described here: deploy services geographically close to international users.

Reduced infrastructure maintenance instead focuses on a different requirement, such as a small team prefers to focus on application features instead of replacing failed server hardware. AWS handles the facilities and underlying physical infrastructure, freeing customers from those data-center tasks. It is not the primary match for the requirement described here: deploy services geographically close to international users.

The roles are swapped. Pay-as-you-go consumption is associated with pay for consumed services instead of buying hardware for the annual peak; Elasticity instead has the role: Adjust allocated resources upward and downward as actual demand changes. Elasticity aligns live capacity with changing workload demand so idle peak-sized resources do not remain continuously allocated.

The roles are swapped. Fault tolerance is associated with maintain operation despite certain component failures; Elasticity instead has the role: Adjust allocated resources upward and downward as actual demand changes. Elasticity aligns live capacity with changing workload demand so idle peak-sized resources do not remain continuously allocated.

The roles are swapped. Rapid experimentation is associated with launch and remove temporary testing resources without permanent equipment purchases; Elasticity instead has the role: Adjust allocated resources upward and downward as actual demand changes. Elasticity aligns live capacity with changing workload demand so idle peak-sized resources do not remain continuously allocated.

Amazon RDS relational database is associated with a different use case: a web application needs a managed relational database that supports SQL queries and transactions. RDS manages selected database infrastructure work for relational workloads, while users still control database schema and access. The question instead focuses on a data team needs a managed warehouse for analytical SQL queries across large structured datasets; Amazon Redshift is the more direct match.

Amazon DynamoDB is associated with a different use case: a game needs low-latency access to large volumes of key-value player state without managing servers. DynamoDB supports key-value and document data models and is not a general-purpose relational SQL database. The question instead focuses on a data team needs a managed warehouse for analytical SQL queries across large structured datasets; Amazon Redshift is the more direct match.

Amazon Aurora is associated with a different use case: a growing business wants a cloud-optimized managed relational engine compatible with MySQL or PostgreSQL. Aurora is an AWS-managed relational database designed for cloud operation and compatible with selected open-source SQL engines. The question instead focuses on a data team needs a managed warehouse for analytical SQL queries across large structured datasets; Amazon Redshift is the more direct match.

AWS IoT Core instead focuses on a different requirement, such as a manufacturer wants connected devices to exchange messages securely with cloud applications. IoT Core helps connect and manage communications with devices, not an end-user email service. It is not the primary match for the requirement described here: support publish-subscribe notifications and fan-out.

Amazon Connect instead focuses on a different requirement, such as a company wants a cloud-based customer contact center with voice and contact workflows. Amazon Connect offers contact-center services, distinct from a general-purpose messaging queue. It is not the primary match for the requirement described here: support publish-subscribe notifications and fan-out.

Amazon EventBridge instead focuses on a different requirement, such as a SaaS app emits business events that must be routed to different AWS targets based on rules. EventBridge matches events against rules and directs them to supported targets. It is not the primary match for the requirement described here: support publish-subscribe notifications and fan-out.

Rehosting migration is associated with a different use case: a company wants to move an existing server-based application to AWS with minimal application changes. Rehosting, often called lift and shift, relocates a workload without significant application redesign. The question instead focuses on a business is willing to redesign a tightly coupled application into cloud-native components; Refactoring migration is the more direct match.

AWS Cloud Adoption Framework is associated with a different use case: 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. The question instead focuses on a business is willing to redesign a tightly coupled application into cloud-native components; Refactoring migration is the more direct match.

Retiring an application is associated with a different use case: an inventory review discovers a legacy reporting system with no users or business dependency. Retiring eliminates redundant or unused workloads so migration effort is not spent on systems with no continuing value. The question instead focuses on a business is willing to redesign a tightly coupled application into cloud-native components; Refactoring migration is the more direct match.

The roles are swapped. AWS edge location is associated with use edge locations as points near users for supported edge services; Availability Zone instead has the role: Distribute components across Availability Zones for fault isolation. Availability Zones are distinct locations within a Region designed to reduce shared failure risks.

The roles are swapped. Multiple AWS Regions is associated with use a separate AWS Region as part of a multi-Region continuity plan; Availability Zone instead has the role: Distribute components across Availability Zones for fault isolation. Availability Zones are distinct locations within a Region designed to reduce shared failure risks.

The roles are swapped. Data sovereignty Region choice is associated with select an appropriate available AWS Region and check service data-location behavior; Availability Zone instead has the role: Distribute components across Availability Zones for fault isolation. Availability Zones are distinct locations within a Region designed to reduce shared failure risks.