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Building Your First Data Lakehouse Using Azure Synapse Analytics

سرفصل های دوره

In this course, you will learn about Azure Synapse Analytics & its integrated services - Workspace, Dedicated SQL, Apache Spark, Serverless SQL, Pipelines, Synapse Link to Cosmos DB, Power BI - and how it can be used to build a Data Lakehouse.


01. Course Overview
  • 01. Course Overview

  • 02. Getting Started with Data Lakehouse and Azure Synapse Analytics
  • 02. Introduction and Course Outline
  • 03. What Is Data Lakehouse
  • 04. Azure Synapse Analytics-The Bigger Picture
  • 05. Setting up Synapse Workspace
  • 06. Scenario Walkthrough
  • 07. Summary

  • 03. Working with Dedicated SQL Pool
  • 08. Module Overview
  • 09. Understanding Architecture and Components of Dedicated SQL Pool
  • 10. Provisioning Dedicated SQL Pool
  • 11. Working with Polybase
  • 12. Polybase Demo
  • 13. Loading Data Using COPY Statement
  • 14. Implementing Table Distributions
  • 15. Table Distributions and Data Shuffling
  • 16. Summary and Further Study

  • 04. Transforming Data with Synapse Spark Pool
  • 17. Module Overview
  • 18. Understanding Managed Spark Environment
  • 19. Configuring Spark Pool
  • 20. Working with Notebook
  • 21. Extracting Transforming Data in Data Lake
  • 22. Loading Data in Spark Tables
  • 23. Querying Dedicated SQL Pool from Spark Pool
  • 24. Summary and Further Study

  • 05. Ingesting Transforming and Orchestrating with Synapse Pipelines
  • 25. Module Overview
  • 26. Understanding Components of Synapse Pipelines
  • 27. Ingesting Data Using COPY Activity
  • 28. Transforming Data Using Mapping Data Flows
  • 29. Orchestrating and Running Pipelines
  • 30. Summary and Further Study

  • 06. Querying Data Using Serverless SQL Pool
  • 31. Module Overview
  • 32. Understanding Serverless SQL Pool
  • 33. Working with Data Lake Using SQL Queries
  • 34. Querying Spark Tables Using SQL Queries
  • 35. Controlling Serverless SQL Pool Cost
  • 36. Summary

  • 07. Connecting Services with Azure Synapse Analytics
  • 37. Module Overview
  • 38. Understanding Synapse Link for Azure Cosmos DB
  • 39. Configuring Querying Synapse Link for Azure Cosmos DB
  • 40. Building Power BI Report in Synapse Workspace
  • 41. Course Summary

  • Exercise Files
      01
        demos
      • Setup Document - Building Your First Data Lakehouse Using Azure Synapse Analytics.pdf
          CodeFiles
            Module 3 - Dedicated SQL Pool
          • 1 - taxi zones - external table.zip
          • 2 - yellow taxis - external table.zip
          • 3 - write to data lake.zip
          • 4 - copy taxizones.zip
          • 5 - table distributions.zip
          • 6 - compare distribution performance.zip
            Module 4 - Synapse Spark Pool
          • 1 - exploration notebook.zip
          • 2 - process fhv data - development.zip
          • 3 - read from dedicated sql pool.zip
            Module 5 - Synapse Pipelines
          • 1 - ratecodes sql script.zip
          • 2 - loadtaxizones stored procedure.zip
          • 3- loadyellowtaxis stored procedure.zip
          • 4 - process dim fhvbases.zip
          • 5 - process fact fhvtaxis.zip
            Module 6 - Serverless SQL
          • 1 - serverless query - fhvtaxis parquet.zip
          • 2- serverless query - taxizones csv.zip
          • 3 - serverless query - create external table.zip
          • 4 - taxisdatamart - views.zip
          • 5- taxisdatamart views on spark db.zip
            Module 7 - Connected Servers
          • 1- query cosmosdb.zip
          • 2- serverless sql - query cosmosdb.zip
          • 3- write to cosmosdb.zip
          DataFiles
            CosmosDBFiles
          • ridefeedback.zip
            DataLakeFiles
          • fhvbases.zip
          • readme - file for fhvtaxis.zip
          • yellowtaxis_201911.zip
              TaxiZones
            • TaxiZones1.csv
            • TaxiZones2.csv
            StorageFiles
          • GreenTaxis_201911.csv
      02
    • getting-started-with-data-lakehouse-and-azure-synapse-analytics-slides.pdf
        demos
      • demo readme.zip
      03
    • working-with-dedicated-sql-pool-slides.pdf
        demos
      • demo readme.zip
      04
    • transforming-data-with-synapse-spark-pool-slides.pdf
        demos
      • demo readme.zip
      05
    • ingesting-transforming-and-orchestrating-with-synapse-pipelines-slides.pdf
        demos
      • demo readme.zip
      06
    • querying-data-using-serverless-sql-pool-slides.pdf
        demos
      • demo readme.zip
      07
    • connecting-services-with-azure-synapse-analytics-slides.pdf
        demos
      • demo readme.zip
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    تاریخ انتشار: 28 دی 1401
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