Cost Effective Data Pipelines 4th Edition by Sev Leonard – Ebook PDF Instant Download/Delivery: 9781492098645 ,1492098647
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Product details:
ISBN 10: 1492098647
ISBN 13: 9781492098645
Author: Sev Leonard
Cost Effective Data Pipelines 4th Edition Table of contents:
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Preface
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Who This Book Is For
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What You Will Learn
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What This Book Is Not
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Running Example
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Conventions Used in This Book
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Using Code Examples
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Acknowledgments
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Chapter 1: Designing Compute for Data Pipelines
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Exploring cloud compute options: availability, capacity, spot instances, discounts
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Requirements gathering and benchmarking for right-sizing
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Chapter 2: Responding to Changes in Demand by Scaling Compute
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Identifying scaling opportunities, scaling mechanics, common pitfalls
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Chapter 3: Data Organization in the Cloud
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Chapter 4: Economical Pipeline Fundamentals
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Concepts like idempotency, checkpointing, retries, data validation
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Chapter 5: Setting Up Effective Development Environments
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Local vs. cloud, containers, dependency reduction
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Chapter 6: Software Development Strategies
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Modular and configurable code design; managing multiple environments
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Chapter 7: Unit Testing
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Testing data logic, connections, observability, cloud components
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Chapter 8: Mocks
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Mocking services, databases; using Moto for AWS mocks
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Chapter 9: Data for Testing
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Live vs synthetic data, manual and automated generation, property-based testing
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Chapter 10: Logging
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Cost implications, best practices for efficient logging
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Chapter 11: Finding Your Way with Monitoring
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System, resource, performance and query-level monitoring; minimizing costs
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Chapter 12: Essential Takeaways
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Key strategies for cost control, change management, and prevention
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Appendix A: Preparing a Cloud Budget
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Budget estimation, communication, historical vs. new project breakdowns
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Tags: Sev Leonard, Cost Effective, Data Pipelines