You're reading from Azure Data and AI Architect Handbook

Product typeBook

Published inJul 2023

PublisherPackt

ISBN-139781803234861

Edition1st Edition

Tools

Azure Databricks

Concepts

Data Science

Authors (2):

Olivier Mertens

Breght Van Baelen

View More author details

Summary

To recap, data pipelines in Azure are a set of tools and services that allows for the efficient movement and transformation of data. One of the concepts covered in the chapter is the difference between ETL and ELT pipelines. In this book, we will focus mostly on ETL. The chapter also covered the differences between data pipelines in ADF and data pipelines in Azure Synapse Analytics.

We described various tools and technologies available for data transformation in Azure, including mapping data flows, Spark notebooks, SQL scripts, and SSIS packages for batch processing, and Azure Stream Analytics and Azure Databricks for real-time processing.

Next, we looked at an example architecture for both batch and stream processing, providing a high-level overview of the components and technologies involved. Later parts of the architecture remain abstract for now. We introduced a holistic flowchart to map the decision-making process when choosing one of the transformation tools discussed...

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Azure Data and AI Architect Handbook

Published in: Jul 2023Publisher: PacktISBN-13: 9781803234861

Authors (2)

Olivier Mertens

Olivier Mertens is a cloud solution architect for Azure data and AI at Microsoft, based in Dublin, Ireland. In this role, he assisted organizations in designing their enterprise-scale data platforms and analytical workloads. Next to his role as an architect, Olivier leads the technical AI expertise for Microsoft EMEA in the corporate market. This includes leading knowledge sharing and internal upskilling, as well as solving highly complex or strategic customer AI cases. Before his time at Microsoft, he worked as a data scientist at a Microsoft partner in Belgium. Olivier is a lecturer for generative AI and AI solution architectures, a keynote speaker for AI, and holds a master's degree in information management, a postgraduate degree as an AI business architect, and a bachelor's degree in business management.
Read more about Olivier Mertens

Breght Van Baelen

Breght Van Baelen is a Microsoft employee based in Dublin, Ireland, and works as a cloud solution architect for the data and AI pillar in Azure. He provides guidance to organizations building large-scale analytical platforms and data solutions. In addition, Breght was chosen as an advanced cloud expert for Power BI and is responsible for providing technical expertise in Europe, the Middle East, and Africa. Before his time at Microsoft, he worked as a data consultant at Microsoft Gold Partners in Belgium. Breght led a team of eight data and AI consultants as a data science lead. Breght holds a master's degree in computer science from KU Leuven, specializing in AI. He also holds a bachelor's degree in computer science from the University of Hasselt.
Read more about Breght Van Baelen

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