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Azure Data Engineering Cookbook

You're reading from Azure Data Engineering Cookbook Design and implement batch and streaming analytics using Azure Cloud Services

Product type Paperback

Published in Apr 2021

Publisher Packt

ISBN-13 9781800206557

Length 454 pages

Edition 1st Edition

Languages

Python

Tools

Azure

Concepts

Data Engineering

Authors (2):

Nagaraj Venkatesan

Ahmad Osama

View More author details

Table of Contents (11) Chapters

Preface

1. Chapter 1: Working with Azure Blob Storage

2. Chapter 2: Working with Relational Databases in Azure FREE CHAPTER

3. Chapter 3: Analyzing Data with Azure Synapse Analytics

4. Chapter 4: Control Flow Activities in Azure Data Factory

5. Chapter 5: Control Flow Transformation and the Copy Data Activity in Azure Data Factory

6. Chapter 6: Data Flows in Azure Data Factory

7. Chapter 7: Azure Data Factory Integration Runtime

8. Chapter 8: Deploying Azure Data Factory Pipelines

9. Chapter 9: Batch and Streaming Data Processing with Azure Databricks

10. Other Books You May Enjoy

Transforming data using Scala

In this recipe, we'll mount the Azure Data Lake Storage Gen2 filesystem on DBFS. We'll then read the orders data from Data Lake and the customer data from an Azure Synapse SQL pool. We'll apply transformation using Scala, analyze data using SQL, and then insert the aggregated data into an Azure Synapse SQL pool.

Getting ready

To get started, follow these steps:

Log into https://portal.azure.com using your Azure credentials.
You will need an existing Azure Databricks workspace and at least one Databricks cluster. You can create these by following the Configuring an Azure Databricks environment recipe.

How to do it…

Let's get started with provisioning the source and the destination data sources. We'll begin by creating and uploading files to an Azure Data Lake Storage Gen2 account:

Execute the following command to create an Azure Data Lake Storage Gen2 account and upload the necessary files...

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Authors (2)

Nagaraj Venkatesan

Nagaraj Venkatesan

Nagaraj Venkatesan works as a cloud solution architect at Microsoft. At Microsoft, he works with some of the largest companies in the world, solving their complex data engineering problems and helping them build effective solutions using cutting-edge technologies based on Azure. Nagaraj, based out of Singapore, is a popular member of the data and AI community and is a regular speaker at several international data and AI conferences. He is a two-time Microsoft Most Valuable Professional (MVP) award winner, in 2016 and 2017. Nagaraj shares his technical expertise through his blog and on his YouTube channel called DataChannel. He also holds a master's degree in computing from the National University of Singapore.

See other products by Nagaraj Venkatesan

Ahmad Osama

Ahmad Osama

Ahmad Osama works for Pitney Bowes Pvt. Ltd. as a technical architect and is a former Microsoft Data Platform MVP. In his day job, he works on developing and maintaining high performant, on-premises and cloud SQL Server OLTP environments as well as deployment and automating tasks using PowerShell. When not working, Ahmad blogs at DataPlatformLabs and can be found glued to his Xbox.

See other products by Ahmad Osama

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