Which AWS service should the company use to manage and automate the orchestration of the data flows to meet these requirements?
AWS Batch
AWS Step Functions
AWS Glue
AWS Lambda
Explanations:
AWS Batch is designed for running batch computing jobs at scale but does not inherently provide orchestration for sequential business rules or error handling. It is more focused on managing and scaling batch jobs rather than orchestrating workflows involving multiple transformations and error management.
AWS Step Functions is the ideal service for orchestrating workflows that involve running business rules in sequence. It allows for easy definition of workflows with error handling and retry mechanisms, making it suitable for reprocessing data when errors occur. It provides scalability and requires minimal maintenance.
AWS Glue is primarily an ETL (Extract, Transform, Load) service for data preparation and does not provide orchestration capabilities like managing workflows with sequential business rules or error handling. While it can transform data, it does not manage the flow of operations between different tasks or steps.
AWS Lambda is a serverless compute service that runs code in response to events. While it can be used to process data and execute business rules, it does not manage orchestration of multiple sequential tasks or provide built-in error handling and retries for workflows like AWS Step Functions does.