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- Guidance for Industrial Data Fabric on AWS
Guidance for Industrial Data Fabric on AWS
Overview
This Guidance demonstrates how to overcome challenges in collecting and analyzing industrial data by implementing a comprehensive Industrial Data Fabric framework that integrates edge devices with AWS cloud services. The framework enables secure data streaming from on-premise equipment to the cloud through AWS IoT SiteWise and partner solutions while supporting local processing with AWS Outposts for manufacturing-specialized applications. Organizations can access powerful analytics capabilities through Amazon SageMaker Unified Studio, where teams can collaborate on projects, catalog data with AWS Glue, and generate insights using services like Amazon Athena and Amazon EMR. You can accelerate your industrial digital transformation by seamlessly connecting operational and information technology systems while gaining actionable insights that improve efficiency and drive innovation across your manufacturing operations.
Benefits
Connect industrial equipment to AWS cloud services using purpose-built edge solutions and partner integrations. Reduce implementation time from months to weeks while maintaining secure data transmission from your manufacturing floor to analytics services.
Consolidate data from disparate factory systems into a cohesive analytics environment with Amazon SageMaker Unified Studio. Enable cross-functional teams to collaborate on a single data copy while maintaining governance and security controls.
Deploy machine learning models at the edge for real-time defect detection and process optimization using AWS IoT Greengrass. Enhance decision-making across manufacturing, engineering, and supply chain functions with integrated AI/ML capabilities.
How it works
Overview
This architecture diagram illustrates how to effectively support Smart Manufacturing use cases on AWS. It shows the key components and their interactions, providing an overview of the architecture's structure and functionality.
Edge Services
This architecture diagram illustrates how to effectively collect data from the factory and send to AWS services in the cloud.
Cloud Services
This architecture diagram illustrates how data collected from the factory can be used with AWS cloud services.
Cloud Services with Partners and Agentic AI
This architecture diagram illustrates how data collected from the factory can be used with AWS cloud services.
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