Sign-In
Cart
Advanced Analytics Engineering for AI Systems: Architecting Reliable Data Pipelines, Models, and Metrics for Production Intelligence
Paperback
Please select the version of book you would like to purchase.
ISBN13: 9798249232924
Publisher: Independently Published
Published: Feb 21 2026
Pages: 350
Weight: 1.23
Height: 0.73 Width: 6.69 Depth: 9.61
Language: English
Publisher: Independently Published
Published: Feb 21 2026
Pages: 350
Weight: 1.23
Height: 0.73 Width: 6.69 Depth: 9.61
Language: English
Advanced Analytics Engineering for AI Systems: Architecting Reliable Data Pipelines, Models, and Metrics for Production Intelligence
Modern AI systems don't fail because of models.
They fail because of data.
Behind every successful AI product is a carefully engineered system that ensures data is accurate, consistent, timely, and trustworthy. This is where analytics engineering becomes the foundation of production intelligence.
Modern AI systems don't fail because of models.
They fail because of data.
Behind every successful AI product is a carefully engineered system that ensures data is accurate, consistent, timely, and trustworthy. This is where analytics engineering becomes the foundation of production intelligence.
This book is your complete, practical guide to building that foundation.
Advanced Analytics Engineering for AI Systems takes you beyond theory and into the real structure of modern data systems. You will learn how raw data is transformed into reliable pipelines, how analytical models are designed for clarity and performance, and how metrics are defined so that every number in your system means exactly what it should, every time.
The focus is not on isolated tools or surface-level concepts. Instead, this book teaches you how to think in systems. You will understand how data flows from ingestion to transformation, how it supports machine learning, and how everything is orchestrated, monitored, and governed in production environments.
As you progress, you will work through real-world scenarios that reflect the challenges faced in modern organizations. You will learn how to design ingestion pipelines that handle incomplete and evolving data, how to build deterministic transformations that produce consistent results, and how to structure data models that scale across teams and use cases.
You will see how metrics are engineered as stable system components, ensuring that dashboards, reports, and models all rely on the same definitions. You will understand how feature pipelines are built to support machine learning without introducing inconsistencies between training and production.
The book also guides you through workflow orchestration, showing how to coordinate complex pipelines and ensure reliable execution. You will learn how to monitor data freshness, detect anomalies, and maintain data quality over time. As your system grows, you will explore how to scale performance, manage costs, and support multiple teams working on the same platform.
Finally, you will gain a clear understanding of governance, security, and long-term reliability. You will learn how to manage change without breaking systems, how to document and discover data assets, and how to build platforms that are both reliable and auditable.
By the end of this book, you will not just understand analytics engineering, you will be able to design and build production-grade systems that support real-world AI applications.
This book is written for data engineers, analytics engineers, machine learning engineers, and developers who want to move beyond fragmented workflows and build systems that are structured, scalable, and trusted.
If you are serious about building AI systems that actually work in production, this is where you start.
Take control of your data systems. Build with clarity. Engineer for reliability.
Get your copy now and start designing analytics platforms that power intelligent, production-ready systems.
Advanced Analytics Engineering for AI Systems takes you beyond theory and into the real structure of modern data systems. You will learn how raw data is transformed into reliable pipelines, how analytical models are designed for clarity and performance, and how metrics are defined so that every number in your system means exactly what it should, every time.
The focus is not on isolated tools or surface-level concepts. Instead, this book teaches you how to think in systems. You will understand how data flows from ingestion to transformation, how it supports machine learning, and how everything is orchestrated, monitored, and governed in production environments.
As you progress, you will work through real-world scenarios that reflect the challenges faced in modern organizations. You will learn how to design ingestion pipelines that handle incomplete and evolving data, how to build deterministic transformations that produce consistent results, and how to structure data models that scale across teams and use cases.
You will see how metrics are engineered as stable system components, ensuring that dashboards, reports, and models all rely on the same definitions. You will understand how feature pipelines are built to support machine learning without introducing inconsistencies between training and production.
The book also guides you through workflow orchestration, showing how to coordinate complex pipelines and ensure reliable execution. You will learn how to monitor data freshness, detect anomalies, and maintain data quality over time. As your system grows, you will explore how to scale performance, manage costs, and support multiple teams working on the same platform.
Finally, you will gain a clear understanding of governance, security, and long-term reliability. You will learn how to manage change without breaking systems, how to document and discover data assets, and how to build platforms that are both reliable and auditable.
By the end of this book, you will not just understand analytics engineering, you will be able to design and build production-grade systems that support real-world AI applications.
This book is written for data engineers, analytics engineers, machine learning engineers, and developers who want to move beyond fragmented workflows and build systems that are structured, scalable, and trusted.
If you are serious about building AI systems that actually work in production, this is where you start.
Take control of your data systems. Build with clarity. Engineer for reliability.
Get your copy now and start designing analytics platforms that power intelligent, production-ready systems.
Also from
Lanford, Craig
Context Engineering for Modern AI: Strategies for Precision Prompting, Memory Management, and Reliable Agent Workflows
Lanford, Craig
Paperback
$25.20
Also in
General Computers
All Data Are Local: Thinking Critically in a Data-Driven Society
Loukissas, Yanni Alexander
Paperback
$45.00
Comptia Network+ Certmike: Prepare. Practice. Pass the Test! Get Certified!: Exam N10-008
Chapple, Mike
Zacker, Craig
Paperback
$38.00
Interactive Theorem Proving and Program Development: Coq'art: The Calculus of Inductive Constructions
Castéran, Pierre
Bertot, Yves
Hardcover
$194.60
R for Data Science: Import, Tidy, Transform, Visualize, and Model Data
Wickham, Hadley
Grolemund, Garrett
Paperback
$14.99
The Reverse Centaur's Guide to Life After AI: How to Think about Artificial Intelligence--Before It's Too Late
Doctorow, Cory
Paperback
$16.20
The Agi Chronicles: The Inside Story of the Race to Create an Artificial Superintelligence
Roose, Kevin
Hardcover
$29.70
Designing Data-Intensive Applications: The Big Ideas Behind Reliable, Scalable, and Maintainable Systems
Kleppmann, Martin
Riccomini, Chris
Paperback
$66.49
The Year in Tech, 2027: The Insights You Need from Harvard Business Review
Davenport, Thomas H.
Chamorro-Premuzic, Tomas
Review, Harvard Business
Paperback
$23.70
AI for Good: How Real People Are Using Artificial Intelligence to Fix Things That Matter
Tyrangiel, Josh
Hardcover
$27.55
If Anyone Builds It, Everyone Dies: Why Superhuman AI Would Kill Us All
Soares, Nate
Yudkowsky, Eliezer
Hardcover
From $19.99
Human Raised: Nurturing Connection, Curiosity & Lifelong Learning in the Age of AI
Suskind, Dana, MD
Hardcover
$28.80
The Eureka Machine: Why AI Is the Key to Unlocking a New Era of Scientific Discoveries
Socher, Richard
Hardcover
$28.50
Hbr's 10 Must Reads on AI (with Bonus Article How to Win with Machine Learning by Ajay Agrawal, Joshua Gans, and AVI Goldfarb)
Iansiti, Marco
Davenport, Thomas H.
Review, Harvard Business
Paperback
$23.70
The Year in Tech, 2026: The Insights You Need from Harvard Business Review
Anthony, Scott D.
Webb, Amy
Review, Harvard Business
Paperback
$21.80
CompTIA Network+ Certification All-in-One Exam Guide, Ninth Edition (Exam N10-009)
Weissman, Jonathan S.
Paperback
$57.00
The AI Con: How to Fight Big Tech's Hype and Create the Future We Want
Bender, Emily M.
Hanna, Alex
Hardcover
$30.40
Fans First: Change The Game, Break the Rules & Create an Unforgettable Experience
Cole, Jesse
Paperback
$18.99
Generative Ai: The Insights You Need from Harvard Business Review
Review, Harvard Business
Mollick, Ethan
Cremer, David De
Paperback
$21.80
A Giant Leap: How AI Is Transforming Healthcare and What That Means for Our Future
Wachter, Robert
Hardcover
$30.40
AI Literacy in Any Class: Preparing Students to Thrive in an AI Future in Any Grade Level or Content Area
Miller, Matt
Paperback
$25.60
Obsolete: The AI Industry's Trillion Dollar Race to Replace Us--And How to Stop It
Lovely, Garrison
Paperback
$21.80
Fundamentals of Data Engineering: Plan and Build Robust Data Systems
Reis, Joe
Housley, Matt
Paperback
$75.99
Minecraft: Guide Collection 4-Book Boxed Set (Updated): Survival (Updated), Creative (Updated), Redstone (Updated), Combat
Mojang Ab
The Official Minecraft Team
Hardcover
$54.14
Love Machines: How Artificial Intelligence Is Transforming Our Relationships
Muldoon, James
Hardcover
$28.45
Atlas of AI: Power, Politics, and the Planetary Costs of Artificial Intelligence
Crawford, Kate
Paperback
$19.00
AI Snake Oil: What Artificial Intelligence Can Do, What It Can't, and How to Tell the Difference
Narayanan, Arvind
Kapoor, Sayash
Paperback
$16.10
AI with Intention: Principles and Action Steps for Teachers and School Leaders
Frontier, Tony
Paperback
$32.25
Python Crash Course, 3rd Edition: A Hands-On, Project-Based Introduction to Programming
Matthes, Eric
Paperback
$44.99
AP Computer Science Principles Premium, 2027: 6 Practice Tests + Comprehensive Review + Online Practice
Reichelson, Seth
Paperback
$28.49
An Illustrated Guide to AI Agents: Concepts and Code for Building Agents with Llms, Tools, and Memory
Alammar, Jay
Grootendorst, Maarten
Paperback
$75.99
Hbr's 10 Must Reads on Artificial Intelligence, Updated and Expanded (Featuring How AI Can Help Managers Think Through Problems by Elisa Farri and Gab
Review, Harvard Business
Davenport, Thomas H.
Agrawal, Ajay
Paperback
$25.60
The Thinking Machine: Jensen Huang, Nvidia, and the World's Most Coveted Microchip
Witt, Stephen
Hardcover
$28.50
CompTIA Tech+ Certification All-in-One Exam Guide, Third Edition (Exam FC0-U71)
Wempen, Faithe
Paperback
$57.00
Hands-On Machine Learning with Scikit-Learn and Pytorch: Concepts, Tools, and Techniques to Build Intelligent Systems
Géron, Aurélien
Paperback
$85.49
The Black Swan: Second Edition: The Impact of the Highly Improbable: With a New Section: On Robustness and Fragility
Taleb, Nassim Nicholas
Paperback
From $11.99
Embedded Systems with ARM Cortex-M Microcontrollers in Assembly Language and C: Fourth Edition
Zhu, Yifeng
Paperback
$86.88
We Are as Gods: A Survival Guide for the Age of Abundance
Kotler, Steven
Diamandis, Peter H.
Hardcover
$28.50
Artificial Intelligence: A Guide for Thinking Humans (with a New Preface)
Mitchell, Melanie
Paperback
$19.00
AP Computer Science a Premium, 13th Edition: Prep Book with 6 Practice Tests + Comprehensive Review + Online Practice (2026)
Teukolsky, Roselyn, M. S.
Carman, Chris
Paperback
$25.64
Hands-On Large Language Models: Language Understanding and Generation
Grootendorst, Maarten
Alammar, Jay
Paperback
$75.99
Human + Machine, Updated and Expanded: Reimagining Work in the Age of AI
Daugherty, Paul R.
Wilson, H. James
Hardcover
$30.40
Guilty Pleasure: The Pornification of the Internet, the Economy, and Everything Else
Nilsson, Patricia
Hardcover
$27.55
Fundamentals of Software Architecture: A Modern Engineering Approach
Ford, Neal
Richards, Mark
Paperback
$75.99
Power and Prediction: The Disruptive Economics of Artificial Intelligence
Gans, Joshua
Goldfarb, Avi
Agrawal, Ajay
Hardcover
$30.40
The Empty Center: Permission, Connection, and What We Build When the Future is Uncertain
Drumwright, Hayes
Hardcover
$26.59
The Problem with Personalization: How Advertisers Learned to Make and Break Us from Ancient Times to the AI Age
Turow, Joseph
Hardcover
$26.13
Tubes: A Journey to the Center of the Internet with a New Introduction by the Author
Blum, Andrew
Paperback
$18.99
Minecraft: Exploded Builds: Medieval Fortress: An Official Mojang Book
The Official Minecraft Team
Mojang Ab
Paperback
$12.35
AI Projects with Raspberry Pi: High-Performance Artificial Intelligence for Robotics, Security, Home Automation, and Vision
Hattersley, Lucy
Jepson, Brian
Paperback
$21.84
RHCSA Red Hat Enterprise Linux 10: Training and Exam Preparation Guide (EX200), Fourth Edition
Ghori, Asghar
Paperback
$72.00
You Look Like a Thing and I Love You: How Artificial Intelligence Works and Why It's Making the World a Weirder Place
Shane, Janelle
Paperback
$18.99
The Empty Center: Permission, Connection, and What We Build When the Future is Uncertain
Drumwright, Hayes
Paperback
$14.24
The Coming Wave: Technology, Power, and the Twenty-First Century's Greatest Dilemma
Suleyman, Mustafa
Hardcover
$30.88
Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications
Huyen, Chip
Paperback
$62.69
Site Reliability Engineering: How Google Runs Production Systems
Beyer, Betsy
Jones, Chris
Leng, Christof
Paperback
$75.99
AI Snake Oil: What Artificial Intelligence Can Do, What It Can't, and How to Tell the Difference
Narayanan, Arvind
Kapoor, Sayash
Hardcover
$23.70
Artificial Intelligence All-In-One for Dummies
Massaron, Luca
Minnick, Chris
Mueller, John Paul
Paperback
$47.49
The Death of Expertise: The Campaign Against Established Knowledge and Why It Matters
Nichols, Tom
Paperback
$17.98
Graphic Artists Guild Handbook, 17th Edition: Pricing & Ethical Guidelines
The Graphic Artists Guild
Paperback
$52.20
The Devops Handbook, 2nd Edition: How to Create World-Class Agility, Reliability, & Security in Technology Organizations
Debois, Patrick
Kim, Gene
Humble, Jez
Paperback
$36.10
The Return on AI: From Promise to Profit in the Age of Intelligent Business
Mittal, Ashwin
Sawhney, Mohanbir
Paperback
$18.69
Minecraft: Roll for Adventure: The Temple of the Charged Creeper
Forbeck, Marty
Forbeck, Matt
Hardcover
$19.00
Comptia A+ Complete Study Guide, 2-Volume Set: Volume 1 Core 1 Exam 220-1201 and Volume 2 Core 2 Exam 220-1202
Buhagiar, Jon
Docter, Quentin
Paperback
$61.75
Navigeren door het labyrint: Een handleiding voor het beheer van data
Sebastian-Coleman, Laura
Paperback
$28.45
AI for Educators: Learning Strategies, Teacher Efficiencies, and a Vision for an Artificial Intelligence Future
Miller, Matt
Paperback
$23.70
What Is Intelligence?: Lessons from AI about Evolution, Computing, and Minds
Aguera Y. Arcas, Blaise
Paperback
$35.10
R for Data Science: Import, Tidy, Transform, Visualize, and Model Data
Grolemund, Garrett
Cetinkaya-Rundel, Mine
Wickham, Hadley
Paperback
$75.99
More Human: How the Power of AI Can Transform the Way You Lead
Hougaard, Rasmus
Carter, Jacqueline
Hardcover
$30.40
Evals for AI Engineers: Systematically Measuring and Improving AI Applications
Shankar, Shreya
Husain, Hamel
Paperback
$75.99
Microsoft 365 Excel All-In-One for Dummies
Ringstrom, David H.
Alexander, Michael
Kusleika, Dick
Paperback
$42.74