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Amazon AWS Solutions Architect Professional SAP-C02 Cost Improvement Utilization Reports Alarms Practice Test

Domain 3.5 • 25 original questions

This AWS SAP-C02 AWS Certified Solutions Architect – Professional practice test focuses on cost improvement utilization reports alarms and allocation through original architecture scenarios aligned to the current AWS Certification exam guide. Use the full ExamSnap SAP-C02 collection for practice across all four content domains. For broader exam preparation, review the Amazon AWS Certified Solutions Architect – Professional SAP-C02 Exam Dumps page.

Instructions: Select the best answer for each question. Review the explanation after answering; each distractor includes a reason it is not the best choice for that scenario.

Question 1

Southridge Video is changing its data lake platform as part of a migration wave planning session. Which AWS approach best enables the team to turn utilization data into an actionable cleanup and rightsizing backlog while using measurable evidence before and after remediation? The current estate includes 6 AWS accounts and active workloads in eu-west-1 and eu-central-1. Assume all unspecified components already meet their requirements.

Treat service quotas as reliability dependencies: monitor headroom, request increases early, and test recovery capacity in the target environment
Use Cost Explorer, Compute Optimizer, Trusted Advisor, and service inventory data to identify idle or overprovisioned resources, then remove or rightsize them safely
Analyze the stable post-rightsizing usage baseline, then purchase the commitment model that matches flexibility and term requirements
Use Systems Manager Patch Manager or managed-service patching and policy-based backup services with compliance reporting and restore validation

Correct answer: B

Why: Cost optimization begins by measuring utilization and identifying resources whose size or existence is not justified by workload demand. This directly addresses the primary requirement and remains appropriate while using measurable evidence before and after remediation.

Option review:

A: A redundant design is not reliable if quotas prevent it from scaling or failing over when needed. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to turn utilization data into an actionable cleanup and rightsizing backlog under the additional constraint of while using measurable evidence before and after remediation.

B: Cost optimization begins by measuring utilization and identifying resources whose size or existence is not justified by workload demand. This directly addresses the primary requirement and remains appropriate while using measurable evidence before and after remediation.

C: Commitments are most effective after rightsizing and when the organization understands which usage is predictably sustained. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to turn utilization data into an actionable cleanup and rightsizing backlog under the additional constraint of while using measurable evidence before and after remediation.

D: Patching and backups need defined schedules, scope, compliance evidence, isolation, and testing to be dependable security controls. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to turn utilization data into an actionable cleanup and rightsizing backlog under the additional constraint of while using measurable evidence before and after remediation.

Learning point: Use Cost Explorer, Compute Optimizer, Trusted Advisor, and service inventory data to identify idle or overprovisioned resources, then remove or rightsize them safely. Cost optimization begins by measuring utilization and identifying resources whose size or existence is not justified by workload demand. In this variant, the decision also has to work while using measurable evidence before and after remediation.

Question 2

An architecture board at Woodgrove Bank asks the principal solutions architect to avoid purchasing commitments for transient or interruption-tolerant workloads that do not have a stable baseline while using measurable evidence before and after remediation for a customer-facing API. Which recommendation is most appropriate? The current estate includes 13 AWS accounts and active workloads in us-east-1 and us-west-2. Prefer an AWS-managed capability when it meets the requirements with less operational overhead.

Use centralized CloudWatch observability with actionable alarms and event-driven or Systems Manager automation for known remediation paths
Test changes against performance and cost objectives using representative traffic, then adopt only changes that preserve required service levels
Use observed growth trends to add replication, load balancing, and Auto Scaling or managed elastic features that can replace failed capacity
Analyze the stable post-rightsizing usage baseline, then purchase the commitment model that matches flexibility and term requirements

Correct answer: D

Why: Commitments are most effective after rightsizing and when the organization understands which usage is predictably sustained. This directly addresses the primary requirement and remains appropriate while using measurable evidence before and after remediation.

Option review:

A: Monitoring should produce useful signals and, where safe, trigger repeatable remediation instead of relying on manual observation of every component. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to avoid purchasing commitments for transient or interruption-tolerant workloads that do not have a stable baseline under the additional constraint of while using measurable evidence before and after remediation.

B: Optimization should be validated against the workload objectives so savings or speed improvements do not create new reliability or performance problems. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to avoid purchasing commitments for transient or interruption-tolerant workloads that do not have a stable baseline under the additional constraint of while using measurable evidence before and after remediation.

C: Growth planning should combine replication and elastic scaling so the system maintains capacity and recovers automatically as demand changes. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to avoid purchasing commitments for transient or interruption-tolerant workloads that do not have a stable baseline under the additional constraint of while using measurable evidence before and after remediation.

D: Commitments are most effective after rightsizing and when the organization understands which usage is predictably sustained. This directly addresses the primary requirement and remains appropriate while using measurable evidence before and after remediation.

Learning point: Analyze the stable post-rightsizing usage baseline, then purchase the commitment model that matches flexibility and term requirements. Commitments are most effective after rightsizing and when the organization understands which usage is predictably sustained. In this variant, the decision also has to work while using measurable evidence before and after remediation.

Question 3

For a healthcare records application at Relecloud Systems, a security design review identifies one priority: attribute a data-transfer spike to the responsible workload and warn the owning team before month-end while using measurable evidence before and after remediation. Which AWS design should the team choose? The current estate includes 20 AWS accounts and active workloads in us-east-1 and eu-west-1. The team wants the most direct architecture decision for this requirement.

Analyze the stable post-rightsizing usage baseline, then purchase the commitment model that matches flexibility and term requirements
Use Systems Manager Patch Manager or managed-service patching and policy-based backup services with compliance reporting and restore validation
Use Cost and Usage Reports or equivalent detailed billing data with cost-allocation tags, Budgets, and alarms to analyze transfer charges and assign ownership
Identify each required component that lacks redundancy and replace or redesign it with multi-AZ, managed HA, or redundant paths appropriate to the failure domain

Correct answer: C

Why: Granular billing data, allocation tags, and alerts provide the visibility needed to explain spend and drive accountable cost remediation. This directly addresses the primary requirement and remains appropriate while using measurable evidence before and after remediation.

Option review:

A: Commitments are most effective after rightsizing and when the organization understands which usage is predictably sustained. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to attribute a data-transfer spike to the responsible workload and warn the owning team before month-end under the additional constraint of while using measurable evidence before and after remediation.

B: Patching and backups need defined schedules, scope, compliance evidence, isolation, and testing to be dependable security controls. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to attribute a data-transfer spike to the responsible workload and warn the owning team before month-end under the additional constraint of while using measurable evidence before and after remediation.

C: Granular billing data, allocation tags, and alerts provide the visibility needed to explain spend and drive accountable cost remediation. This directly addresses the primary requirement and remains appropriate while using measurable evidence before and after remediation.

D: Reliability improves when critical single points of failure are removed and failover mechanisms match the intended failure scope. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to attribute a data-transfer spike to the responsible workload and warn the owning team before month-end under the additional constraint of while using measurable evidence before and after remediation.

Learning point: Use Cost and Usage Reports or equivalent detailed billing data with cost-allocation tags, Budgets, and alarms to analyze transfer charges and assign ownership. Granular billing data, allocation tags, and alerts provide the visibility needed to explain spend and drive accountable cost remediation. In this variant, the decision also has to work while using measurable evidence before and after remediation.

Question 4

Fabrikam Health has already validated the surrounding application components. The remaining architecture requirement for its enterprise ERP system is to turn utilization data into an actionable cleanup and rightsizing backlog without making unrelated architecture changes. Which option is best? The current estate includes 27 AWS accounts and active workloads in ap-southeast-1 and ap-southeast-2. The design must preserve security and auditability while meeting the stated objective.

Use centralized CloudWatch observability with actionable alarms and event-driven or Systems Manager automation for known remediation paths
Use Cost Explorer, Compute Optimizer, Trusted Advisor, and service inventory data to identify idle or overprovisioned resources, then remove or rightsize them safely
Use the AWS global delivery or managed service that matches the workload protocol and access pattern, such as CloudFront for cacheable content or Global Accelerator for network-path optimization
Use CloudTrail and AWS security/configuration services for traceability and findings, with AWS Config/EventBridge/automation for controlled remediation

Correct answer: B

Option review:

A: Monitoring should produce useful signals and, where safe, trigger repeatable remediation instead of relying on manual observation of every component. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to turn utilization data into an actionable cleanup and rightsizing backlog under the additional constraint of without making unrelated architecture changes.

C: AWS global and managed services can improve latency and reduce operational burden when selected for the application protocol and caching or routing model. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to turn utilization data into an actionable cleanup and rightsizing backlog under the additional constraint of without making unrelated architecture changes.

D: Traceability, centralized findings, and safe automation help teams detect policy drift and reduce time to remediate recurring security issues. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to turn utilization data into an actionable cleanup and rightsizing backlog under the additional constraint of without making unrelated architecture changes.

Question 5

Which solution is the strongest match for the following professional-level architecture requirement: avoid purchasing commitments for transient or interruption-tolerant workloads that do not have a stable baseline without making unrelated architecture changes? The current estate includes 34 AWS accounts and active workloads in eu-west-1 and eu-central-1. Select the option that satisfies the requirement with the fewest unnecessary moving parts.

Define measurable KPIs/SLOs, instrument the relevant components, and use CloudWatch or service metrics to isolate the actual bottleneck before changing architecture
Use CloudTrail and AWS security/configuration services for traceability and findings, with AWS Config/EventBridge/automation for controlled remediation
Use centralized CloudWatch observability with actionable alarms and event-driven or Systems Manager automation for known remediation paths
Analyze the stable post-rightsizing usage baseline, then purchase the commitment model that matches flexibility and term requirements

Correct answer: D

Option review:

A: Performance work should start with measurable objectives and evidence so remediation targets the limiting component rather than the most visible one. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to avoid purchasing commitments for transient or interruption-tolerant workloads that do not have a stable baseline under the additional constraint of without making unrelated architecture changes.

B: Traceability, centralized findings, and safe automation help teams detect policy drift and reduce time to remediate recurring security issues. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to avoid purchasing commitments for transient or interruption-tolerant workloads that do not have a stable baseline under the additional constraint of without making unrelated architecture changes.

C: Monitoring should produce useful signals and, where safe, trigger repeatable remediation instead of relying on manual observation of every component. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to avoid purchasing commitments for transient or interruption-tolerant workloads that do not have a stable baseline under the additional constraint of without making unrelated architecture changes.

Question 6

During a architecture review at Northwind Media, the security architect is designing a customer-facing API. The requirement is to attribute a data-transfer spike to the responsible workload and warn the owning team before month-end without making unrelated architecture changes. Which architecture is the best fit? The current estate includes 41 AWS accounts and active workloads in us-east-1 and us-west-2. Choose the option that best meets the stated constraints without introducing an unrelated redesign.

Perform a structured Well-Architected-style review using operational telemetry, security findings, and reliability evidence, then prioritize risks by business impact
Use event-driven monitoring and approved automation runbooks for repeatable remediations, with logging, guardrails, and human approval where risk requires it
Use Cost and Usage Reports or equivalent detailed billing data with cost-allocation tags, Budgets, and alarms to analyze transfer charges and assign ownership
Use observed growth trends to add replication, load balancing, and Auto Scaling or managed elastic features that can replace failed capacity

Correct answer: C

Option review:

A: Continuous improvement is most effective when recommendations are grounded in measurable risk and workload evidence across multiple architectural dimensions. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to attribute a data-transfer spike to the responsible workload and warn the owning team before month-end under the additional constraint of without making unrelated architecture changes.

B: Automation is most valuable for well-understood recurring actions when it remains observable, controlled, and reversible. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to attribute a data-transfer spike to the responsible workload and warn the owning team before month-end under the additional constraint of without making unrelated architecture changes.

D: Growth planning should combine replication and elastic scaling so the system maintains capacity and recovers automatically as demand changes. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to attribute a data-transfer spike to the responsible workload and warn the owning team before month-end under the additional constraint of without making unrelated architecture changes.

Question 7

Coho Financial operates a healthcare records application. In a hybrid connectivity redesign, the cloud platform architect must turn utilization data into an actionable cleanup and rightsizing backlog while preserving the workload service objective during the improvement. Which option should be recommended? The current estate includes 48 AWS accounts and active workloads in us-east-1 and eu-west-1. Assume all unspecified components already meet their requirements.

Use Cost Explorer, Compute Optimizer, Trusted Advisor, and service inventory data to identify idle or overprovisioned resources, then remove or rightsize them safely
Treat service quotas as reliability dependencies: monitor headroom, request increases early, and test recovery capacity in the target environment
Use centralized CloudWatch observability with actionable alarms and event-driven or Systems Manager automation for known remediation paths
Analyze the stable post-rightsizing usage baseline, then purchase the commitment model that matches flexibility and term requirements

Correct answer: A

Why: Cost optimization begins by measuring utilization and identifying resources whose size or existence is not justified by workload demand. This directly addresses the primary requirement and remains appropriate while preserving the workload service objective during the improvement.

Option review:

A: Cost optimization begins by measuring utilization and identifying resources whose size or existence is not justified by workload demand. This directly addresses the primary requirement and remains appropriate while preserving the workload service objective during the improvement.

B: A redundant design is not reliable if quotas prevent it from scaling or failing over when needed. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to turn utilization data into an actionable cleanup and rightsizing backlog under the additional constraint of while preserving the workload service objective during the improvement.

C: Monitoring should produce useful signals and, where safe, trigger repeatable remediation instead of relying on manual observation of every component. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to turn utilization data into an actionable cleanup and rightsizing backlog under the additional constraint of while preserving the workload service objective during the improvement.

D: Commitments are most effective after rightsizing and when the organization understands which usage is predictably sustained. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to turn utilization data into an actionable cleanup and rightsizing backlog under the additional constraint of while preserving the workload service objective during the improvement.

Learning point: Use Cost Explorer, Compute Optimizer, Trusted Advisor, and service inventory data to identify idle or overprovisioned resources, then remove or rightsize them safely. Cost optimization begins by measuring utilization and identifying resources whose size or existence is not justified by workload demand. In this variant, the decision also has to work while preserving the workload service objective during the improvement.

Question 8

A site reliability architect at Lamna Healthcare is reviewing a enterprise ERP system. The business requires the team to avoid purchasing commitments for transient or interruption-tolerant workloads that do not have a stable baseline while preserving the workload service objective during the improvement. Which design most directly satisfies the requirement? The current estate includes 8 AWS accounts and active workloads in ap-southeast-1 and ap-southeast-2. Prefer an AWS-managed capability when it meets the requirements with less operational overhead.

Analyze the stable post-rightsizing usage baseline, then purchase the commitment model that matches flexibility and term requirements
Use Systems Manager Patch Manager or managed-service patching and policy-based backup services with compliance reporting and restore validation
Use Cost and Usage Reports or equivalent detailed billing data with cost-allocation tags, Budgets, and alarms to analyze transfer charges and assign ownership
Use observed growth trends to add replication, load balancing, and Auto Scaling or managed elastic features that can replace failed capacity

Correct answer: A

Why: Commitments are most effective after rightsizing and when the organization understands which usage is predictably sustained. This directly addresses the primary requirement and remains appropriate while preserving the workload service objective during the improvement.

Option review:

A: Commitments are most effective after rightsizing and when the organization understands which usage is predictably sustained. This directly addresses the primary requirement and remains appropriate while preserving the workload service objective during the improvement.

B: Patching and backups need defined schedules, scope, compliance evidence, isolation, and testing to be dependable security controls. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to avoid purchasing commitments for transient or interruption-tolerant workloads that do not have a stable baseline under the additional constraint of while preserving the workload service objective during the improvement.

C: Granular billing data, allocation tags, and alerts provide the visibility needed to explain spend and drive accountable cost remediation. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to avoid purchasing commitments for transient or interruption-tolerant workloads that do not have a stable baseline under the additional constraint of while preserving the workload service objective during the improvement.

D: Growth planning should combine replication and elastic scaling so the system maintains capacity and recovers automatically as demand changes. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to avoid purchasing commitments for transient or interruption-tolerant workloads that do not have a stable baseline under the additional constraint of while preserving the workload service objective during the improvement.

Learning point: Analyze the stable post-rightsizing usage baseline, then purchase the commitment model that matches flexibility and term requirements. Commitments are most effective after rightsizing and when the organization understands which usage is predictably sustained. In this variant, the decision also has to work while preserving the workload service objective during the improvement.

Question 9

Fourth Coffee is changing its data lake platform as part of a new workload design. Which AWS approach best enables the team to attribute a data-transfer spike to the responsible workload and warn the owning team before month-end while preserving the workload service objective during the improvement? The current estate includes 15 AWS accounts and active workloads in eu-west-1 and eu-central-1. The team wants the most direct architecture decision for this requirement.

Analyze the stable post-rightsizing usage baseline, then purchase the commitment model that matches flexibility and term requirements
Use Cost and Usage Reports or equivalent detailed billing data with cost-allocation tags, Budgets, and alarms to analyze transfer charges and assign ownership
Use the AWS global delivery or managed service that matches the workload protocol and access pattern, such as CloudFront for cacheable content or Global Accelerator for network-path optimization
Use observed growth trends to add replication, load balancing, and Auto Scaling or managed elastic features that can replace failed capacity

Correct answer: B

Why: Granular billing data, allocation tags, and alerts provide the visibility needed to explain spend and drive accountable cost remediation. This directly addresses the primary requirement and remains appropriate while preserving the workload service objective during the improvement.

Option review:

A: Commitments are most effective after rightsizing and when the organization understands which usage is predictably sustained. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to attribute a data-transfer spike to the responsible workload and warn the owning team before month-end under the additional constraint of while preserving the workload service objective during the improvement.

B: Granular billing data, allocation tags, and alerts provide the visibility needed to explain spend and drive accountable cost remediation. This directly addresses the primary requirement and remains appropriate while preserving the workload service objective during the improvement.

C: AWS global and managed services can improve latency and reduce operational burden when selected for the application protocol and caching or routing model. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to attribute a data-transfer spike to the responsible workload and warn the owning team before month-end under the additional constraint of while preserving the workload service objective during the improvement.

Learning point: Use Cost and Usage Reports or equivalent detailed billing data with cost-allocation tags, Budgets, and alarms to analyze transfer charges and assign ownership. Granular billing data, allocation tags, and alerts provide the visibility needed to explain spend and drive accountable cost remediation. In this variant, the decision also has to work while preserving the workload service objective during the improvement.

Question 10

Which AWS architecture principle or service combination best addresses this requirement for Consolidated Messenger: turn utilization data into an actionable cleanup and rightsizing backlog with a staged validation path before full rollout? The current estate includes 22 AWS accounts and active workloads in us-east-1 and us-west-2. The design must preserve security and auditability while meeting the stated objective.

Use Systems Manager Patch Manager or managed-service patching and policy-based backup services with compliance reporting and restore validation
Treat service quotas as reliability dependencies: monitor headroom, request increases early, and test recovery capacity in the target environment
Use Cost Explorer, Compute Optimizer, Trusted Advisor, and service inventory data to identify idle or overprovisioned resources, then remove or rightsize them safely
Analyze the stable post-rightsizing usage baseline, then purchase the commitment model that matches flexibility and term requirements

Correct answer: C

Option review:

A: Patching and backups need defined schedules, scope, compliance evidence, isolation, and testing to be dependable security controls. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to turn utilization data into an actionable cleanup and rightsizing backlog under the additional constraint of with a staged validation path before full rollout.

C: Cost optimization begins by measuring utilization and identifying resources whose size or existence is not justified by workload demand. This directly addresses the primary requirement and remains appropriate with a staged validation path before full rollout.

Question 11

For a healthcare records application at Litware Manufacturing, a global expansion project identifies one priority: avoid purchasing commitments for transient or interruption-tolerant workloads that do not have a stable baseline with a staged validation path before full rollout. Which AWS design should the team choose? The current estate includes 29 AWS accounts and active workloads in us-east-1 and eu-west-1. Select the option that satisfies the requirement with the fewest unnecessary moving parts.

Use Systems Manager Patch Manager or managed-service patching and policy-based backup services with compliance reporting and restore validation
Test changes against performance and cost objectives using representative traffic, then adopt only changes that preserve required service levels
Analyze the stable post-rightsizing usage baseline, then purchase the commitment model that matches flexibility and term requirements
Perform a structured Well-Architected-style review using operational telemetry, security findings, and reliability evidence, then prioritize risks by business impact

Correct answer: C

Option review:

A: Patching and backups need defined schedules, scope, compliance evidence, isolation, and testing to be dependable security controls. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to avoid purchasing commitments for transient or interruption-tolerant workloads that do not have a stable baseline under the additional constraint of with a staged validation path before full rollout.

C: Commitments are most effective after rightsizing and when the organization understands which usage is predictably sustained. This directly addresses the primary requirement and remains appropriate with a staged validation path before full rollout.

D: Continuous improvement is most effective when recommendations are grounded in measurable risk and workload evidence across multiple architectural dimensions. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to avoid purchasing commitments for transient or interruption-tolerant workloads that do not have a stable baseline under the additional constraint of with a staged validation path before full rollout.

Question 12

Humongous Insurance has already validated the surrounding application components. The remaining architecture requirement for its enterprise ERP system is to attribute a data-transfer spike to the responsible workload and warn the owning team before month-end with a staged validation path before full rollout. Which option is best? The current estate includes 36 AWS accounts and active workloads in ap-southeast-1 and ap-southeast-2. Choose the option that best meets the stated constraints without introducing an unrelated redesign.

Analyze the stable post-rightsizing usage baseline, then purchase the commitment model that matches flexibility and term requirements
Test changes against performance and cost objectives using representative traffic, then adopt only changes that preserve required service levels
Treat service quotas as reliability dependencies: monitor headroom, request increases early, and test recovery capacity in the target environment
Use Cost and Usage Reports or equivalent detailed billing data with cost-allocation tags, Budgets, and alarms to analyze transfer charges and assign ownership

Correct answer: D

Option review:

B: Optimization should be validated against the workload objectives so savings or speed improvements do not create new reliability or performance problems. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to attribute a data-transfer spike to the responsible workload and warn the owning team before month-end under the additional constraint of with a staged validation path before full rollout.

C: A redundant design is not reliable if quotas prevent it from scaling or failing over when needed. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to attribute a data-transfer spike to the responsible workload and warn the owning team before month-end under the additional constraint of with a staged validation path before full rollout.

D: Granular billing data, allocation tags, and alerts provide the visibility needed to explain spend and drive accountable cost remediation. This directly addresses the primary requirement and remains appropriate with a staged validation path before full rollout.

Question 13

While conducting a migration wave planning session, the cloud financial management lead at Tailspin Logistics needs to turn utilization data into an actionable cleanup and rightsizing backlog while reducing repetitive manual operations. Which architecture decision best matches the stated constraints? The current estate includes 43 AWS accounts and active workloads in eu-west-1 and eu-central-1. Assume all unspecified components already meet their requirements.

Use CloudTrail and AWS security/configuration services for traceability and findings, with AWS Config/EventBridge/automation for controlled remediation
Use observed growth trends to add replication, load balancing, and Auto Scaling or managed elastic features that can replace failed capacity
Use Cost Explorer, Compute Optimizer, Trusted Advisor, and service inventory data to identify idle or overprovisioned resources, then remove or rightsize them safely
Use the AWS global delivery or managed service that matches the workload protocol and access pattern, such as CloudFront for cacheable content or Global Accelerator for network-path optimization

Correct answer: C

Option review:

A: Traceability, centralized findings, and safe automation help teams detect policy drift and reduce time to remediate recurring security issues. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to turn utilization data into an actionable cleanup and rightsizing backlog under the additional constraint of while reducing repetitive manual operations.

B: Growth planning should combine replication and elastic scaling so the system maintains capacity and recovers automatically as demand changes. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to turn utilization data into an actionable cleanup and rightsizing backlog under the additional constraint of while reducing repetitive manual operations.

D: AWS global and managed services can improve latency and reduce operational burden when selected for the application protocol and caching or routing model. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to turn utilization data into an actionable cleanup and rightsizing backlog under the additional constraint of while reducing repetitive manual operations.

Question 14

During a post-incident architecture review at Alpine Sports, the security architect is designing a customer-facing API. The requirement is to avoid purchasing commitments for transient or interruption-tolerant workloads that do not have a stable baseline while reducing repetitive manual operations. Which architecture is the best fit? The current estate includes 3 AWS accounts and active workloads in us-east-1 and us-west-2. Prefer an AWS-managed capability when it meets the requirements with less operational overhead.

Benchmark candidate instance families or scaling designs under representative load, then rightsize using observed CPU, memory, network, and storage characteristics
Analyze the stable post-rightsizing usage baseline, then purchase the commitment model that matches flexibility and term requirements
Perform a structured Well-Architected-style review using operational telemetry, security findings, and reliability evidence, then prioritize risks by business impact
Use Cost and Usage Reports or equivalent detailed billing data with cost-allocation tags, Budgets, and alarms to analyze transfer charges and assign ownership

Correct answer: B

Option review:

A: Rightsizing and high-performance compute choices should be validated against real workload characteristics and performance objectives. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to avoid purchasing commitments for transient or interruption-tolerant workloads that do not have a stable baseline under the additional constraint of while reducing repetitive manual operations.

B: Commitments are most effective after rightsizing and when the organization understands which usage is predictably sustained. This directly addresses the primary requirement and remains appropriate while reducing repetitive manual operations.

C: Continuous improvement is most effective when recommendations are grounded in measurable risk and workload evidence across multiple architectural dimensions. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to avoid purchasing commitments for transient or interruption-tolerant workloads that do not have a stable baseline under the additional constraint of while reducing repetitive manual operations.

D: Granular billing data, allocation tags, and alerts provide the visibility needed to explain spend and drive accountable cost remediation. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to avoid purchasing commitments for transient or interruption-tolerant workloads that do not have a stable baseline under the additional constraint of while reducing repetitive manual operations.

Question 15

Adventure Works is documenting its target-state architecture. Which choice most accurately addresses the need to attribute a data-transfer spike to the responsible workload and warn the owning team before month-end while reducing repetitive manual operations? The current estate includes 10 AWS accounts and active workloads in us-east-1 and eu-west-1. The team wants the most direct architecture decision for this requirement.

Treat service quotas as reliability dependencies: monitor headroom, request increases early, and test recovery capacity in the target environment
Use Cost and Usage Reports or equivalent detailed billing data with cost-allocation tags, Budgets, and alarms to analyze transfer charges and assign ownership
Use Systems Manager or service-native configuration automation, and run controlled failure scenarios to validate recovery procedures
Store secrets in Secrets Manager or Parameter Store as appropriate, enforce least privilege, and review access against data sensitivity and regulatory requirements

Correct answer: B

Option review:

A: A redundant design is not reliable if quotas prevent it from scaling or failing over when needed. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to attribute a data-transfer spike to the responsible workload and warn the owning team before month-end under the additional constraint of while reducing repetitive manual operations.

C: Configuration automation reduces drift, while failure exercises reveal gaps in monitoring, dependencies, and operational recovery knowledge. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to attribute a data-transfer spike to the responsible workload and warn the owning team before month-end under the additional constraint of while reducing repetitive manual operations.

D: Secret management and least privilege reduce credential exposure and unnecessary authority, especially for regulated or sensitive workloads. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to attribute a data-transfer spike to the responsible workload and warn the owning team before month-end under the additional constraint of while reducing repetitive manual operations.

Question 16

A site reliability architect at VanArsdel Energy is reviewing a enterprise ERP system. The business requires the team to turn utilization data into an actionable cleanup and rightsizing backlog while retaining AWS-native traceability for the change. Which design most directly satisfies the requirement? The current estate includes 17 AWS accounts and active workloads in ap-southeast-1 and ap-southeast-2. The design must preserve security and auditability while meeting the stated objective.

Use Cost Explorer, Compute Optimizer, Trusted Advisor, and service inventory data to identify idle or overprovisioned resources, then remove or rightsize them safely
Identify each required component that lacks redundancy and replace or redesign it with multi-AZ, managed HA, or redundant paths appropriate to the failure domain
Benchmark candidate instance families or scaling designs under representative load, then rightsize using observed CPU, memory, network, and storage characteristics
Use the AWS global delivery or managed service that matches the workload protocol and access pattern, such as CloudFront for cacheable content or Global Accelerator for network-path optimization

Correct answer: A

Option review:

B: Reliability improves when critical single points of failure are removed and failover mechanisms match the intended failure scope. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to turn utilization data into an actionable cleanup and rightsizing backlog under the additional constraint of while retaining AWS-native traceability for the change.

C: Rightsizing and high-performance compute choices should be validated against real workload characteristics and performance objectives. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to turn utilization data into an actionable cleanup and rightsizing backlog under the additional constraint of while retaining AWS-native traceability for the change.

Question 17

Contoso Retail is changing its data lake platform as part of a production readiness review. Which AWS approach best enables the team to avoid purchasing commitments for transient or interruption-tolerant workloads that do not have a stable baseline while retaining AWS-native traceability for the change? The current estate includes 24 AWS accounts and active workloads in eu-west-1 and eu-central-1. Select the option that satisfies the requirement with the fewest unnecessary moving parts.

Adopt a deployment strategy with health checks, progressive exposure, and automated rollback that matches the application and capacity constraints
Perform a structured Well-Architected-style review using operational telemetry, security findings, and reliability evidence, then prioritize risks by business impact
Benchmark candidate instance families or scaling designs under representative load, then rightsize using observed CPU, memory, network, and storage characteristics
Analyze the stable post-rightsizing usage baseline, then purchase the commitment model that matches flexibility and term requirements

Correct answer: D

Option review:

A: Deployment improvements should reduce blast radius and make unhealthy releases detectable and reversible. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to avoid purchasing commitments for transient or interruption-tolerant workloads that do not have a stable baseline under the additional constraint of while retaining AWS-native traceability for the change.

B: Continuous improvement is most effective when recommendations are grounded in measurable risk and workload evidence across multiple architectural dimensions. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to avoid purchasing commitments for transient or interruption-tolerant workloads that do not have a stable baseline under the additional constraint of while retaining AWS-native traceability for the change.

C: Rightsizing and high-performance compute choices should be validated against real workload characteristics and performance objectives. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to avoid purchasing commitments for transient or interruption-tolerant workloads that do not have a stable baseline under the additional constraint of while retaining AWS-native traceability for the change.

Question 18

An architecture board at Lucerne Publishing asks the principal solutions architect to attribute a data-transfer spike to the responsible workload and warn the owning team before month-end while retaining AWS-native traceability for the change for a customer-facing API. Which recommendation is most appropriate? The current estate includes 31 AWS accounts and active workloads in us-east-1 and us-west-2. Choose the option that best meets the stated constraints without introducing an unrelated redesign.

Analyze the stable post-rightsizing usage baseline, then purchase the commitment model that matches flexibility and term requirements
Adopt a deployment strategy with health checks, progressive exposure, and automated rollback that matches the application and capacity constraints
Use Cost and Usage Reports or equivalent detailed billing data with cost-allocation tags, Budgets, and alarms to analyze transfer charges and assign ownership
Treat service quotas as reliability dependencies: monitor headroom, request increases early, and test recovery capacity in the target environment

Correct answer: C

Option review:

B: Deployment improvements should reduce blast radius and make unhealthy releases detectable and reversible. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to attribute a data-transfer spike to the responsible workload and warn the owning team before month-end under the additional constraint of while retaining AWS-native traceability for the change.

D: A redundant design is not reliable if quotas prevent it from scaling or failing over when needed. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to attribute a data-transfer spike to the responsible workload and warn the owning team before month-end under the additional constraint of while retaining AWS-native traceability for the change.

Question 19

For a healthcare records application at A. Datum Analytics, a hybrid connectivity redesign identifies one priority: turn utilization data into an actionable cleanup and rightsizing backlog while prioritizing the highest-risk bottleneck first. Which AWS design should the team choose? The current estate includes 38 AWS accounts and active workloads in us-east-1 and eu-west-1. Assume all unspecified components already meet their requirements.

Perform a structured Well-Architected-style review using operational telemetry, security findings, and reliability evidence, then prioritize risks by business impact
Use Systems Manager or service-native configuration automation, and run controlled failure scenarios to validate recovery procedures
Define measurable KPIs/SLOs, instrument the relevant components, and use CloudWatch or service metrics to isolate the actual bottleneck before changing architecture
Use Cost Explorer, Compute Optimizer, Trusted Advisor, and service inventory data to identify idle or overprovisioned resources, then remove or rightsize them safely

Correct answer: D

Option review:

A: Continuous improvement is most effective when recommendations are grounded in measurable risk and workload evidence across multiple architectural dimensions. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to turn utilization data into an actionable cleanup and rightsizing backlog under the additional constraint of while prioritizing the highest-risk bottleneck first.

B: Configuration automation reduces drift, while failure exercises reveal gaps in monitoring, dependencies, and operational recovery knowledge. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to turn utilization data into an actionable cleanup and rightsizing backlog under the additional constraint of while prioritizing the highest-risk bottleneck first.

C: Performance work should start with measurable objectives and evidence so remediation targets the limiting component rather than the most visible one. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to turn utilization data into an actionable cleanup and rightsizing backlog under the additional constraint of while prioritizing the highest-risk bottleneck first.

D: Cost optimization begins by measuring utilization and identifying resources whose size or existence is not justified by workload demand. This directly addresses the primary requirement and remains appropriate while prioritizing the highest-risk bottleneck first.

Question 20

A principal architect asks which AWS approach is intended to avoid purchasing commitments for transient or interruption-tolerant workloads that do not have a stable baseline while prioritizing the highest-risk bottleneck first. What is the best answer? The current estate includes 45 AWS accounts and active workloads in ap-southeast-1 and ap-southeast-2. Prefer an AWS-managed capability when it meets the requirements with less operational overhead.

Use Systems Manager Patch Manager or managed-service patching and policy-based backup services with compliance reporting and restore validation
Use CloudTrail and AWS security/configuration services for traceability and findings, with AWS Config/EventBridge/automation for controlled remediation
Use Systems Manager or service-native configuration automation, and run controlled failure scenarios to validate recovery procedures
Analyze the stable post-rightsizing usage baseline, then purchase the commitment model that matches flexibility and term requirements

Correct answer: D

Option review:

A: Patching and backups need defined schedules, scope, compliance evidence, isolation, and testing to be dependable security controls. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to avoid purchasing commitments for transient or interruption-tolerant workloads that do not have a stable baseline under the additional constraint of while prioritizing the highest-risk bottleneck first.

C: Configuration automation reduces drift, while failure exercises reveal gaps in monitoring, dependencies, and operational recovery knowledge. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to avoid purchasing commitments for transient or interruption-tolerant workloads that do not have a stable baseline under the additional constraint of while prioritizing the highest-risk bottleneck first.

Question 21

While conducting a new workload design, the cloud financial management lead at Bellows University needs to attribute a data-transfer spike to the responsible workload and warn the owning team before month-end while prioritizing the highest-risk bottleneck first. Which architecture decision best matches the stated constraints? The current estate includes 5 AWS accounts and active workloads in eu-west-1 and eu-central-1. The team wants the most direct architecture decision for this requirement.

Use event-driven monitoring and approved automation runbooks for repeatable remediations, with logging, guardrails, and human approval where risk requires it
Use Cost and Usage Reports or equivalent detailed billing data with cost-allocation tags, Budgets, and alarms to analyze transfer charges and assign ownership
Use Systems Manager or service-native configuration automation, and run controlled failure scenarios to validate recovery procedures
Use the AWS global delivery or managed service that matches the workload protocol and access pattern, such as CloudFront for cacheable content or Global Accelerator for network-path optimization

Correct answer: B

Option review:

A: Automation is most valuable for well-understood recurring actions when it remains observable, controlled, and reversible. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to attribute a data-transfer spike to the responsible workload and warn the owning team before month-end under the additional constraint of while prioritizing the highest-risk bottleneck first.

D: AWS global and managed services can improve latency and reduce operational burden when selected for the application protocol and caching or routing model. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to attribute a data-transfer spike to the responsible workload and warn the owning team before month-end under the additional constraint of while prioritizing the highest-risk bottleneck first.

Question 22

During a cost optimization workshop at Blue Yonder Airlines, the security architect is designing a customer-facing API. The requirement is to turn utilization data into an actionable cleanup and rightsizing backlog while keeping rollback practical if the change regresses the workload. Which architecture is the best fit? The current estate includes 12 AWS accounts and active workloads in us-east-1 and us-west-2. The design must preserve security and auditability while meeting the stated objective.

Use Systems Manager or service-native configuration automation, and run controlled failure scenarios to validate recovery procedures
Use Systems Manager Patch Manager or managed-service patching and policy-based backup services with compliance reporting and restore validation
Analyze the stable post-rightsizing usage baseline, then purchase the commitment model that matches flexibility and term requirements
Use Cost Explorer, Compute Optimizer, Trusted Advisor, and service inventory data to identify idle or overprovisioned resources, then remove or rightsize them safely

Correct answer: D

Why: Cost optimization begins by measuring utilization and identifying resources whose size or existence is not justified by workload demand. This directly addresses the primary requirement and remains appropriate while keeping rollback practical if the change regresses the workload.

Option review:

A: Configuration automation reduces drift, while failure exercises reveal gaps in monitoring, dependencies, and operational recovery knowledge. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to turn utilization data into an actionable cleanup and rightsizing backlog under the additional constraint of while keeping rollback practical if the change regresses the workload.

B: Patching and backups need defined schedules, scope, compliance evidence, isolation, and testing to be dependable security controls. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to turn utilization data into an actionable cleanup and rightsizing backlog under the additional constraint of while keeping rollback practical if the change regresses the workload.

C: Commitments are most effective after rightsizing and when the organization understands which usage is predictably sustained. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to turn utilization data into an actionable cleanup and rightsizing backlog under the additional constraint of while keeping rollback practical if the change regresses the workload.

Learning point: Use Cost Explorer, Compute Optimizer, Trusted Advisor, and service inventory data to identify idle or overprovisioned resources, then remove or rightsize them safely. Cost optimization begins by measuring utilization and identifying resources whose size or existence is not justified by workload demand. In this variant, the decision also has to work while keeping rollback practical if the change regresses the workload.

Question 23

City Power operates a healthcare records application. In a global expansion project, the cloud platform architect must avoid purchasing commitments for transient or interruption-tolerant workloads that do not have a stable baseline while keeping rollback practical if the change regresses the workload. Which option should be recommended? The current estate includes 19 AWS accounts and active workloads in us-east-1 and eu-west-1. Select the option that satisfies the requirement with the fewest unnecessary moving parts.

Use centralized CloudWatch observability with actionable alarms and event-driven or Systems Manager automation for known remediation paths
Store secrets in Secrets Manager or Parameter Store as appropriate, enforce least privilege, and review access against data sensitivity and regulatory requirements
Benchmark candidate instance families or scaling designs under representative load, then rightsize using observed CPU, memory, network, and storage characteristics
Analyze the stable post-rightsizing usage baseline, then purchase the commitment model that matches flexibility and term requirements

Correct answer: D

Why: Commitments are most effective after rightsizing and when the organization understands which usage is predictably sustained. This directly addresses the primary requirement and remains appropriate while keeping rollback practical if the change regresses the workload.

Option review:

A: Monitoring should produce useful signals and, where safe, trigger repeatable remediation instead of relying on manual observation of every component. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to avoid purchasing commitments for transient or interruption-tolerant workloads that do not have a stable baseline under the additional constraint of while keeping rollback practical if the change regresses the workload.

B: Secret management and least privilege reduce credential exposure and unnecessary authority, especially for regulated or sensitive workloads. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to avoid purchasing commitments for transient or interruption-tolerant workloads that do not have a stable baseline under the additional constraint of while keeping rollback practical if the change regresses the workload.

C: Rightsizing and high-performance compute choices should be validated against real workload characteristics and performance objectives. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to avoid purchasing commitments for transient or interruption-tolerant workloads that do not have a stable baseline under the additional constraint of while keeping rollback practical if the change regresses the workload.

D: Commitments are most effective after rightsizing and when the organization understands which usage is predictably sustained. This directly addresses the primary requirement and remains appropriate while keeping rollback practical if the change regresses the workload.

Learning point: Analyze the stable post-rightsizing usage baseline, then purchase the commitment model that matches flexibility and term requirements. Commitments are most effective after rightsizing and when the organization understands which usage is predictably sustained. In this variant, the decision also has to work while keeping rollback practical if the change regresses the workload.

Question 24

A site reliability architect at Proseware Labs is reviewing a enterprise ERP system. The business requires the team to attribute a data-transfer spike to the responsible workload and warn the owning team before month-end while keeping rollback practical if the change regresses the workload. Which design most directly satisfies the requirement? The current estate includes 26 AWS accounts and active workloads in ap-southeast-1 and ap-southeast-2. Choose the option that best meets the stated constraints without introducing an unrelated redesign.

Treat service quotas as reliability dependencies: monitor headroom, request increases early, and test recovery capacity in the target environment
Use centralized CloudWatch observability with actionable alarms and event-driven or Systems Manager automation for known remediation paths
Perform a structured Well-Architected-style review using operational telemetry, security findings, and reliability evidence, then prioritize risks by business impact
Use Cost and Usage Reports or equivalent detailed billing data with cost-allocation tags, Budgets, and alarms to analyze transfer charges and assign ownership

Correct answer: D

Why: Granular billing data, allocation tags, and alerts provide the visibility needed to explain spend and drive accountable cost remediation. This directly addresses the primary requirement and remains appropriate while keeping rollback practical if the change regresses the workload.

Option review:

A: A redundant design is not reliable if quotas prevent it from scaling or failing over when needed. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to attribute a data-transfer spike to the responsible workload and warn the owning team before month-end under the additional constraint of while keeping rollback practical if the change regresses the workload.

B: Monitoring should produce useful signals and, where safe, trigger repeatable remediation instead of relying on manual observation of every component. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to attribute a data-transfer spike to the responsible workload and warn the owning team before month-end under the additional constraint of while keeping rollback practical if the change regresses the workload.

C: Continuous improvement is most effective when recommendations are grounded in measurable risk and workload evidence across multiple architectural dimensions. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to attribute a data-transfer spike to the responsible workload and warn the owning team before month-end under the additional constraint of while keeping rollback practical if the change regresses the workload.

Learning point: Use Cost and Usage Reports or equivalent detailed billing data with cost-allocation tags, Budgets, and alarms to analyze transfer charges and assign ownership. Granular billing data, allocation tags, and alerts provide the visibility needed to explain spend and drive accountable cost remediation. In this variant, the decision also has to work while keeping rollback practical if the change regresses the workload.

Question 25

Following an acquisition, Southridge Video is rationalizing its data lake platform. The architecture board documented two acceptance criteria: turn utilization data into an actionable cleanup and rightsizing backlog; and the solution must do so while basing the recommendation on observed utilization or telemetry. Which target-state recommendation should the migration architect approve? The current estate includes 33 AWS accounts and active workloads in eu-west-1 and eu-central-1. Assume all unspecified components already meet their requirements.

Use observed growth trends to add replication, load balancing, and Auto Scaling or managed elastic features that can replace failed capacity
Adopt a deployment strategy with health checks, progressive exposure, and automated rollback that matches the application and capacity constraints
Use CloudTrail and AWS security/configuration services for traceability and findings, with AWS Config/EventBridge/automation for controlled remediation
Use Cost Explorer, Compute Optimizer, Trusted Advisor, and service inventory data to identify idle or overprovisioned resources, then remove or rightsize them safely

Correct answer: D

Why: Cost optimization begins by measuring utilization and identifying resources whose size or existence is not justified by workload demand. This directly addresses the primary requirement and remains appropriate while basing the recommendation on observed utilization or telemetry.

Option review:

A: Growth planning should combine replication and elastic scaling so the system maintains capacity and recovers automatically as demand changes. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to turn utilization data into an actionable cleanup and rightsizing backlog under the additional constraint of while basing the recommendation on observed utilization or telemetry.

B: Deployment improvements should reduce blast radius and make unhealthy releases detectable and reversible. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to turn utilization data into an actionable cleanup and rightsizing backlog under the additional constraint of while basing the recommendation on observed utilization or telemetry.

C: Traceability, centralized findings, and safe automation help teams detect policy drift and reduce time to remediate recurring security issues. This can be valid in another AWS architecture context, but it does not most directly satisfy the primary requirement to turn utilization data into an actionable cleanup and rightsizing backlog under the additional constraint of while basing the recommendation on observed utilization or telemetry.

Learning point: Use Cost Explorer, Compute Optimizer, Trusted Advisor, and service inventory data to identify idle or overprovisioned resources, then remove or rightsize them safely. Cost optimization begins by measuring utilization and identifying resources whose size or existence is not justified by workload demand. In this variant, the decision also has to work while basing the recommendation on observed utilization or telemetry.

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