Which AWS service is a machine learning-based tool that analyzes metrics of historical utilization and makes recommendations of compute service(s) to be used for the workload?

Answer options:

A.AWS Outposts
B.AWS Well-Architected Tool
C.AWS Management Console
D.AWS Compute Optimizer

Answer: D
Option A is INCORRECT because AWS Outpost is a fully managed service that provides a seamless hybrid experience by facilitating the running of AWS services and infrastructure on-premises. AWS outpost does not provide recommendations for using the compute services after analyzing the past utilization metrics.
Option B is INCORRECT as AWS Well-Architected Tool is a tool that provides advice on architecting the workload in the cloud. This tool also enables customers to review their architecture against the best practices.
Option C is INCORRECT because AWS Management Console is a web-based user interface that helps users to access and manage all the aspects of all the available AWS services. This is a management and governance tool.
Option D is CORRECT. AWS Compute Optimizer is a machine learning-based tool that analyzes metrics of historical utilization and makes recommendations of compute service(s) to be used for the workload.
Reference:
https://aws.amazon.com/outposts/
https://aws.amazon.com/well-architected-tool/
https://aws.amazon.com/console/
https://aws.amazon.com/compute-optimizer/