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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

Data modeling patterns

Data modeling is simply defining the shapes and forms in which our data will be persisted or accessed via. Modeling can work for structured data and semi-structured data. Modeling typically starts with understanding what the user wants and finding an appropriate shape or form to meet that need.

Relational

Relational modeling for transactional databases is a common set of techniques for making your data reliable, fast to write, and not duplicated.

First normal form

The first normal form is the process of making sure each column has only atomic values. That translates into conforming arrays and other types of semi-structured data.

An example of something not in first normal form is as follows:

|             fruit| id|
+------------------+---+
|    {apple -> red}|  1|

Here is the result of it being in first normal form:

| fruit| id|color|
+-...
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