Cloud Equivalents

Microsoft Azure → Amazon Web Services

AWS equivalent of Microsoft Fabric Data Science

The closest AWS equivalent of Microsoft Fabric Data Science is Amazon SageMaker Unified Studio.

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About Microsoft Fabric Data Science

ProviderMicrosoft Azure
StatusGenerally available
What it isNotebooks, Spark, MLflow-based experiments and models, and SynapseML inside Fabric, integrated with Azure Machine Learning.
Documentationlearn.microsoft.com
PricingOfficial pricing page

AWS mappings (1)

ML platform (SageMaker AI ↔ Azure ML)(1)

Unified data + analytics + AI workspace Partial match

Amazon SageMaker Unified Studio maps most closely to Microsoft Fabric (Data Science workload) integrated with Azure Machine Learning. Microsoft's own comparison maps SageMaker to the Fabric Data Science workload plus Azure ML.

  • Unified Studio spans AWS analytics (Athena, EMR, Glue, Redshift), Bedrock, and SageMaker AI under domains and projects with SSO.
  • Fabric is a SaaS analytics platform (OneLake, Spark, Power BI) with a Data Science workload (notebooks, MLflow experiments, SynapseML) that hands off to Azure ML for GPU training and enterprise deployment.
  • Licensing models differ completely. Fabric is billed by capacity (F SKUs), while Unified Studio bills for the underlying AWS services used.

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