Which AWS service can the company use to meet this requirement?

Explanations:

AWS Step Functions is primarily used for orchestrating microservices and managing workflows. While it can coordinate tasks, it is not specifically designed for running large batches of computing jobs.

AWS Service Catalog helps organizations create and manage catalogs of IT services, but it does not provide the functionality needed to run and schedule computing jobs.

Amazon Simple Queue Service (SQS) is a message queuing service that enables decoupling of components in distributed applications. It is not meant for batch processing of jobs or managing compute resources.

AWS Batch is specifically designed for running batch computing jobs at scale. It efficiently provisions the necessary resources, schedules the jobs, and manages job execution across AWS services.