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You're reading from  Engineering Data Mesh in Azure Cloud

Product typeBook
Published inMar 2024
PublisherPackt
ISBN-139781805120780
Edition1st Edition
Concepts
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Author (1)
Aniruddha Deswandikar
Aniruddha Deswandikar
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Aniruddha Deswandikar

Aniruddha Deswandikar holds a Bachelor's degree in Computer Engineering and is a seasoned Solutions Architect with over 30 years of industry experience as a developer, architect and technology strategist. His experience spans from start-ups to dotcoms to large enterprises. He has spent 18 years at Microsoft helping Microsoft customers build their next generation Applications and Data Analytics platforms. His experience across Application, Data and AI has helped him provide holistic guidance to companies large and small. Currently he is helping global enterprises set up their Enterprise-scale Analytical system using the Data Mesh Architecture. He is a Subject Matter Expert on Data Mesh in Microsoft and is currently helping multiple Microsoft Global Customers implement the Data Mesh architecture.
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Data flow

  1. Data is ingested into the bronze layer by the Azure Data Factory pipelines of the Azure data lake and stored in its raw format.
  2. Azure Data Factory pipelines or a combination of Azure Data Factory and Azure Databricks cleans and formats the data and moves it to the silver layer of the data lake.
  3. The data in the silver layer can be directly consumed by machine learning algorithms via Azure Databricks or Azure Machine Learning.
  4. For advanced analytics that needs analytical cubes or a star schema of fact and dimension tables (https://learn.microsoft.com/en-us/power-bi/guidance/star-schema), data from the silver layer is further transformed using Azure Data Factory and Azure Databricks before being moved to the gold layer.
  5. Machine learning models trained on data from the silver layer are hosted on an AKS cluster for inferencing by applications.
  6. Power BI reads data from the gold or silver layer to build visual dashboards.
  7. Data that needs to be shared...
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Engineering Data Mesh in Azure Cloud
Published in: Mar 2024Publisher: PacktISBN-13: 9781805120780

Author (1)

author image
Aniruddha Deswandikar

Aniruddha Deswandikar holds a Bachelor's degree in Computer Engineering and is a seasoned Solutions Architect with over 30 years of industry experience as a developer, architect and technology strategist. His experience spans from start-ups to dotcoms to large enterprises. He has spent 18 years at Microsoft helping Microsoft customers build their next generation Applications and Data Analytics platforms. His experience across Application, Data and AI has helped him provide holistic guidance to companies large and small. Currently he is helping global enterprises set up their Enterprise-scale Analytical system using the Data Mesh Architecture. He is a Subject Matter Expert on Data Mesh in Microsoft and is currently helping multiple Microsoft Global Customers implement the Data Mesh architecture.
Read more about Aniruddha Deswandikar