Medallion Architecture

DataCoder 160 Reputation points
2024-09-03T14:24:52.8733333+00:00

Hi
Our company is trying to migrate to Synapse.
Could you explain how the Medallion architecture can be implemented in Azure Synapse Analytics? Specifically, I'm interested in understanding the best practices for organizing data layers, leveraging Synapse's features , and optimizing data transformation processes across each stage. how can we ensure efficient data governance and performance throughout this architecture in Synapse?

Thanks

Azure Synapse Analytics
Azure Synapse Analytics
An Azure analytics service that brings together data integration, enterprise data warehousing, and big data analytics. Previously known as Azure SQL Data Warehouse.
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  1. Smaran Thoomu 14,870 Reputation points Microsoft Vendor
    2024-09-03T22:41:09.6266667+00:00

    Hi @DataCoder

    Thanks for the question and using MS Q&A platform.
    It's great to hear that your company is migrating to Synapse. The Medallion architecture is a popular data architecture that can be implemented in Synapse.

    The Medallion architecture consists of three layers: the Raw Data Layer, the Trusted Data Layer, and the Business Data Layer. Each layer has a specific purpose and is designed to support efficient data governance and performance.
    Here are some best practices for organizing data layers and optimizing data transformation processes in Synapse:

    1. Raw Data Layer: This layer is where all the raw data is stored. It's important to organize the data in a way that makes it easy to access and process. You can use Synapse's data lake storage to store the raw data. You can also use Synapse's data flow feature to transform the data into a format that's easier to work with.
    2. Trusted Data Layer: This layer is where the data is cleaned, transformed, and prepared for analysis. It's important to ensure that the data is accurate and reliable. You can use Synapse's data flow feature to transform the data and ensure that it meets the required quality standards. You can also use Synapse's data catalog to document the data and ensure that it's easily discoverable.
    3. Business Data Layer: This layer is where the data is used for analysis and reporting. It's important to ensure that the data is optimized for performance and that it's easily accessible. You can use Synapse's SQL pool to store the data and run queries. You can also use Synapse's Power BI integration to create reports and visualizations.

    To ensure efficient data governance and performance throughout the architecture, here are some additional best practices:

    1. Use Synapse's security features to control access to the data. You can use Azure Active Directory to manage user access and roles.
    2. Use Synapse's monitoring and logging features to track data usage and identify performance issues. You can use Azure Monitor to monitor the health of your Synapse workspace and identify issues.
    3. Use Synapse's automation features to streamline data transformation processes. You can use Azure Data Factory to automate data movement and transformation.
    4. Use Synapse's scalability features to ensure that the architecture can handle large volumes of data. You can use Synapse's serverless SQL pool to scale up or down based on demand.

    Reference:

    https://techcommunity.microsoft.com/t5/azure-synapse-analytics-blog/building-the-lakehouse-implementing-a-data-lake-strategy-with/ba-p/3612291

    https://medium.com/@satyamgawade/medallion-architecture-understanding-with-azure-synapse-analytics-example-7c48cc2d3478

    https://blog.devgenius.io/medallion-architecture-tarnished-data-lakehouses-offer-a-new-path-384402f63892

    I hope these best practices help you implement the Medallion architecture in Synapse and ensure efficient data governance and performance.


  2. Smaran Thoomu 14,870 Reputation points Microsoft Vendor
    2024-09-05T16:54:25.48+00:00

    Hi @DataCoder

    It seems you may have found a solution in a different thread you created and marked as helpful. Therefore, for your reference, I'm providing the same thread here: https://video2.skills-academy.com/en-us/answers/questions/2035264/medallion-in-synapse-or-fabric

    Hope this helps. Do let us know if you any further queries.


    If this answers your query, do click Accept Answer and Yes for was this answer helpful. And, if you have any further query do let us know.


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