A company is planning to run an AI/ML workload on AWS. The company needs to train a model on a dataset that is in Amazon S3 Standard. A model training application requires multiple compute nodes and single-digit millisecond access to the data.
Which solution will meet these requirements in the MOST cost-effective way?
A company stores data for multiple business units in a single Amazon S3 bucket that is in the company's payer AWS account. To maintain data isolation, the business units store data in separate prefixes in the S3 bucket by using an S3 bucket policy.
The company plans to add a large number of dynamic prefixes. The company does not want to rely on a single S3 bucket policy to manage data access at scale. The company wants to develop a secure access management solution in addition to the bucket policy to enforce prefix-level data isolation.
A company is launching a new application that requires a structured database to store user profiles, application settings, and transactional data. The database must be scalable with application traffic and must offer backups.
Which solution will meet these requirements MOST cost-effectively?
A company recently migrated a data warehouse to AWS. The company has an AWS Direct Connect connection to AWS. Company users query the data warehouse by using a visualization tool. The average size of the queries that the data warehouse returns is 50 MB. The average visualization that the visualization tool produces is 500 KB in size. The result sets that the data warehouse returns are not cached.
The company wants to optimize costs for data transfers between the data warehouse and the company.
Which solution will meet this requirement?
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