Cost-Effective Data Pipelines: Balancing Trade-Offs When Developing Pipelines in the Cloud
by Sev Leonard(Author)
Publisher finelybook 出版社: O’Reilly Media; (August 22, 2023)
Language 语言: English
Print Length 页数: 286 pages
ISBN-10: 1492098647
ISBN-13: 9781492098645
Book Description
The low cost of getting started with cloud services can easily evolve into a significant expense down the road. That’s challenging for teams developing data pipelines, particularly when rapid changes in technology and workload require a constant cycle of redesign. How do you deliver scalable, highly available products while keeping costs in check?
With this practical guide, author Sev Leonard provides a holistic approach to designing scalable data pipelines in the cloud. Intermediate data engineers, software developers, and architects will learn how to navigate cost/performance trade-offs and how to choose and configure compute and storage. You’ll also pick up best practices for code development, testing, and monitoring.
By focusing on the entire design process, you’ll be able to deliver cost-effective, high-quality products. This book helps you:
Reduce cloud spend with lower cost cloud service offerings and smart design strategies
Minimize waste without sacrificing performance by rightsizing compute resources
Drive pipeline evolution, head off performance issues, and quickly debug with effective monitoring
Set up development and test environments that minimize cloud service dependencies
Create data pipeline code bases that are testable and extensible, fostering rapid development and evolution
Improve data quality and pipeline operation through validation and testing
