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Modern Data Architectures with Python

You're reading from   Modern Data Architectures with Python A practical guide to building and deploying data pipelines, data warehouses, and data lakes with Python

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Product type Paperback
Published in Sep 2023
Publisher Packt
ISBN-13 9781801070492
Length 318 pages
Edition 1st Edition
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Author (1):
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Brian Lipp Brian Lipp
Author Profile Icon Brian Lipp
Brian Lipp
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Toc

Table of Contents (19) Chapters Close

Preface 1. Part 1:Fundamental Data Knowledge
2. Chapter 1: Modern Data Processing Architecture FREE CHAPTER 3. Chapter 2: Understanding Data Analytics 4. Part 2: Data Engineering Toolset
5. Chapter 3: Apache Spark Deep Dive 6. Chapter 4: Batch and Stream Data Processing Using PySpark 7. Chapter 5: Streaming Data with Kafka 8. Part 3:Modernizing the Data Platform
9. Chapter 6: MLOps 10. Chapter 7: Data and Information Visualization 11. Chapter 8: Integrating Continous Integration into Your Workflow 12. Chapter 9: Orchestrating Your Data Workflows 13. Part 4:Hands-on Project
14. Chapter 10: Data Governance 15. Chapter 11: Building out the Groundwork 16. Chapter 12: Completing Our Project 17. Index 18. Other Books You May Enjoy

Cloud data storage

Modern data storage in the cloud comes in many flavors. The main flavors are in three general areas: object storage, NoSQL, and relational data storage. Each type of data storage has its pros and cons and should be thoroughly evaluated when you’re making decisions.

Object storage

Object storage has become one of the most used storage methods. It comes with plenty of benefits and some significant concerns. The advantages are its filesystem-like nature, its ability to integrate common file types, its massively scalable possibilities, and its relatively low cost. Moreover, object stores can store both structured and semi-structured data and files such as audio and videos. However, object storage does have some characteristics that should always be considered. How do you govern access to your object storage? This can be a significant task. Do you limit what technologies have access to? What files can you store, and how do you store them? How are things maintained...

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