AWS Certified AI Practitioner AIF-C01 Practice Question
When evaluating regional coverage for a generative AI endpoint hosted on Amazon SageMaker, a company is considering deploying the same endpoint in two AWS Regions to serve users closer to them. From a cost-tradeoff perspective, what extra expense will this decision introduce compared with running the endpoint in only one Region?
Automatic cross-Region replication provided at no additional cost.
Reduced instance pricing because multi-Region endpoints qualify for volume discounts.
Elimination of inter-Region data transfer fees because traffic stays local.
Duplicate model training and hosting charges for the additional Region.
Each Region that hosts a SageMaker model must run its own training jobs and dedicated inference instances. Deploying the endpoint in a second Region therefore duplicates both the fine-tuning (if repeated) and the ongoing hosting costs for the additional fleet of instances. AWS does not automatically replicate or discount these resources across Regions, and inter-Region data transfer charges are separate considerations. Automatic, no-cost replication or multi-Region volume discounts are not provided, so the primary incremental expense is paying for the same training and endpoint capacity twice.
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What are the costs associated with hosting an Amazon SageMaker endpoint in multiple AWS Regions?
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Does AWS provide automatic replication for SageMaker endpoints across Regions?
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How does inter-Region data transfer affect SageMaker costs when hosting endpoints?
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AWS Certified AI Practitioner AIF-C01
Fundamentals of Generative AI
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