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Hands-On Data Science with SQL Server 2017

You're reading from  Hands-On Data Science with SQL Server 2017

Product type Book
Published in Nov 2018
Publisher Packt
ISBN-13 9781788996341
Pages 506 pages
Edition 1st Edition
Languages
Authors (2):
Marek Chmel Marek Chmel
Profile icon Marek Chmel
Vladimír Mužný Vladimír Mužný
Profile icon Vladimír Mužný
View More author details
Toc

Table of Contents (14) Chapters close

Preface 1. Data Science Overview 2. SQL Server 2017 as a Data Science Platform 3. Data Sources for Analytics 4. Data Transforming and Cleaning with T-SQL 5. Data Exploration and Statistics with T-SQL 6. Custom Aggregations on SQL Server 7. Data Visualization 8. Data Transformations with Other Tools 9. Predictive Model Training and Evaluation 10. Making Predictions 11. Getting It All Together - A Real-World Example 12. Next Steps with Data Science and SQL 13. Other Books You May Enjoy

Using Data Factory for data transformation

So far, we have used on-premise technologies, such as SSIS or R. This short section steps out of an on-premises environment. As a growing amount of data is stored in the cloud, Microsoft introduced a cloud-based technology, Azure Data Factory (ADF), which is a technology intended for the following tasks:

  • Data acquisition from a wide set of data sources, including on-premise data sources (E phase of ETL processes)
  • Data transformations using several languages (T phase of ETL processes)
  • Publishing data for further usage (L phase of ETL processes)

Reviewing the preceding bullet list, we can say that ADF is a cloud-based SSIS. Here, we also define sources of data, data manipulation, and the data storage destination. However, the technology background is completely different and terminology also differs from SSIS.

ADF is provided in two versions...
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