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Data Engineering with Apache Spark, Delta Lake, and Lakehouse

You're reading from  Data Engineering with Apache Spark, Delta Lake, and Lakehouse

Product type Book
Published in Oct 2021
Publisher Packt
ISBN-13 9781801077743
Pages 480 pages
Edition 1st Edition
Languages
Author (1):
Manoj Kukreja Manoj Kukreja
Profile icon Manoj Kukreja

Table of Contents (17) Chapters

Preface 1. Section 1: Modern Data Engineering and Tools
2. Chapter 1: The Story of Data Engineering and Analytics 3. Chapter 2: Discovering Storage and Compute Data Lakes 4. Chapter 3: Data Engineering on Microsoft Azure 5. Section 2: Data Pipelines and Stages of Data Engineering
6. Chapter 4: Understanding Data Pipelines 7. Chapter 5: Data Collection Stage – The Bronze Layer 8. Chapter 6: Understanding Delta Lake 9. Chapter 7: Data Curation Stage – The Silver Layer 10. Chapter 8: Data Aggregation Stage – The Gold Layer 11. Section 3: Data Engineering Challenges and Effective Deployment Strategies
12. Chapter 9: Deploying and Monitoring Pipelines in Production 13. Chapter 10: Solving Data Engineering Challenges 14. Chapter 11: Infrastructure Provisioning 15. Chapter 12: Continuous Integration and Deployment (CI/CD) of Data Pipelines 16. Other Books You May Enjoy

Summary

In this chapter, we learned how to kick-start data pipeline development by reflecting on the user requirements in the form of a cloud architecture diagram and pipeline design document. In the pipeline design document, we decided to create ingestion, curation, and aggregation pipelines that could build the bronze, silver, and gold layers of the lakehouse.

We also learned about the bronze layer in greater detail and how it relates to the overall lakehouse architecture. We followed up on our understanding of the bronze layer with the actual development of the Electroniz batch and streaming ingestion pipelines. Now that we have the raw data from the various data sources available in the bronze layer, we will move on to Chapter 6, Understanding Delta Lake, and learn about Delta Lake. Understanding how Delta Lake works is essential for building the silver layer of the lakehouse.

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