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Scalable Data Architecture with Java

You're reading from   Scalable Data Architecture with Java Build efficient enterprise-grade data architecting solutions using Java

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Product type Paperback
Published in Sep 2022
Publisher Packt
ISBN-13 9781801073080
Length 382 pages
Edition 1st Edition
Languages
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Author (1):
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Sinchan Banerjee Sinchan Banerjee
Author Profile Icon Sinchan Banerjee
Sinchan Banerjee
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Toc

Table of Contents (19) Chapters Close

Preface 1. Section 1 – Foundation of Data Systems
2. Chapter 1: Basics of Modern Data Architecture FREE CHAPTER 3. Chapter 2: Data Storage and Databases 4. Chapter 3: Identifying the Right Data Platform 5. Section 2 – Building Data Processing Pipelines
6. Chapter 4: ETL Data Load – A Batch-Based Solution to Ingesting Data in a Data Warehouse 7. Chapter 5: Architecting a Batch Processing Pipeline 8. Chapter 6: Architecting a Real-Time Processing Pipeline 9. Chapter 7: Core Architectural Design Patterns 10. Chapter 8: Enabling Data Security and Governance 11. Section 3 – Enabling Data as a Service
12. Chapter 9: Exposing MongoDB Data as a Service 13. Chapter 10: Federated and Scalable DaaS with GraphQL 14. Section 4 – Choosing Suitable Data Architecture
15. Chapter 11: Measuring Performance and Benchmarking Your Applications 16. Chapter 12: Evaluating, Recommending, and Presenting Your Solutions 17. Index 18. Other Books You May Enjoy

Creating cost and resource estimations

In this section, we will discuss various considerations, methods, and techniques that we apply to create estimations. We will briefly discuss both infrastructure estimations as well as human resource estimations. Infrastructure estimations are closely related to capacity planning. So, we will start our discussion with capacity planning.

Storage and compute capacity planning

To create an infrastructure estimate, you have to find out the data storage needs (RAM, hard disks, volumes, and so on) and the compute needs (the number of CPUs/vCPUs and cores it should have). This process of figuring out the storage and compute needs is called capacity planning. We will start by learning about the factors that need to be considered while conducting capacity planning.

Factors that need to be considered while conducting capacity planning

The following are the various factors that should be taken into consideration while creating a capacity plan...

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