Sign-In
Cart
Building Trusted Data Platforms with Azure Databricks and GenAI - Second Edition: A Hands-On Guide to Creating Governed Data Products in a Lakehouse
Paperback
ISBN13: 9781806679775
Publisher: Packt Publishing
Published: Aug 7 2026
Pages: 774
Weight: 2.88
Height: 1.54 Width: 7.50 Depth: 9.25
Language: English
A practical guide to building a modern, GenAI-powered data platform with a Lakehouse foundation, covering MDM, data mesh, AI enablement, streaming pipelines, observability, and cloud-driven architectures for trusted analytics.
Key Features:
- Discover characteristics of future-ready platforms - data mesh, automation, & observability
- Design trustworthy data products with contracts, federated governance, and decentralized ownership
- Understand how GenAI accelerates Lakehouse development and enables self-service analytics
Book Description:
Discover the defining hallmarks of future-ready data platforms, including data mesh architectures, intelligent automation, and end-to-end data observability. Learn how to design and deliver trusted data products through data contracts, federated governance, decentralized domain ownership, and endorsed datasets. The book explores modern Lakehouse patterns with a strong focus on the medallion architecture, explaining how bronze, silver, and gold layers transform raw data into analytics-ready assets governed through Unity Catalog. You'll gain practical guidance on MDM linkages, survivorship rules, and entity resolution to ensure consistent master data across domains. It also covers real-time and streaming pipelines that integrate seamlessly with the Lakehouse. We focus on self-service analytics, showing how governed data products let business users explore, analyze, and derive insights independently with confidence. Finally, understand how GenAI accelerates platform development through automated code generation using tools like Claude Code and Databricks Genie Code, enabling faster pipeline creation, governance, and analytics delivery.
What You Will Learn:
- Future-ready platforms: data mesh, automation, observability
- Design trusted data products with contracts and governance
- Build Lakehouses with medallion architecture: bronze, silver, gold
- Apply Unity Catalog for governance and endorsed datasets
- Implement MDM using linkages, survivorship, and entity resolution
- Develop real-time and streaming pipelines at scale
- Enable governed self-service analytics for business users
- Use GenAI to generate code with Claude and Databricks Genie
Who this book is for:
This book is crafted for aspiring data and AI/ML architects, engineers and analysts starting their data engineering journey and seeking a practical, hands-on guide to building scalable, cloud-driven data platforms. It's ideal for professionals familiar with PySpark who want to design modern Lakehouse architectures using Delta Lake, while learning MDM, data mesh, AI enablement, streaming pipelines, automation, and data observability. A working knowledge of Python, Spark, and SQL is expected.
Table of Contents
- The Story of Data Engineering and Analytics
- Discovering Storage and Compute in Lakehouses
- Data Engineering on Microsoft Azure
- Designing Future Data Platforms
- Databricks, Medallion Architecture & Delta Lake
- Understanding Modern Data Pipelines
- Data Collection Stage - The Bronze Layer
- Data Curation Stage - The Silver Layer
- Data Aggregation Stage - The Gold Layer
- Next-Gen Data Analytics with Generative AI
- Data Observability
- Data Governance
Also from
Kukreja, Manoj
Also in
Databases
Designing Data-Intensive Applications: The Big Ideas Behind Reliable, Scalable, and Maintainable Systems
Kleppmann, Martin
Riccomini, Chris
Paperback
Fundamentals of Data Engineering: Plan and Build Robust Data Systems
Reis, Joe
Housley, Matt
Paperback
Observability Engineering: Achieving Production Excellence
Majors, Charity
Fong-Jones, Liz
Miranda, George
Paperback
SQL QuickStart Guide: The Simplified Beginner's Guide to Managing, Analyzing, and Manipulating Data With SQL
Shields, Walter
Hardcover
The Data Warehouse Toolkit: The Definitive Guide to Dimensional Modeling
Kimball, Ralph
Ross, Margy
Paperback
Introduction to Statistics: An Intuitive Guide for Analyzing Data and Unlocking Discoveries
Frost, Jim
Paperback
Ai-Assisted Statistics for Data Scientists: 50+ Essential Concepts Using R and Python
Gedeck, Peter
Bruce, Peter
Bruce, Andrew
Paperback
Inteligencia Artificial Con Python: Sistemas de aprendizaje, Machine Learning y Deep Learning explicados de forma clara y práctica.
Selles Rodenas, Juan Ignacio
Paperback
The Data Storyteller's Handbook: How to create business impact using data storytelling
Greenbrook, Kat
Paperback
Learning Tableau 2025 - Sixth Edition: Leverage Tableau's newest features to revolutionize your data storytelling with AI-enhanced insights
Milligan, Joshua N.
Paperback
Head First Algorithms and Data Structures: A Learner's Guide to the Foundations of Computing
Robson, Elisabeth
Freeman, Eric
Paperback
Database Systems: Introduction to Databases and Data Warehouses, Edition 2.0
Sharma, Abhishek
Jukic, Nenad
Vrbsky, Susan
Paperback
Microsoft Power Bi Data Analyst Associate Study Guide: Prepare for the Pl-300 Exam and Use Power Bi Successfully
Turley, Paul
Paperback
High Performance Spark: Best Practices for Scaling and Optimizing Apache Spark
Karau, Holden
Polak, Adi
Warren, Rachel
Paperback
SQL for Data Analysis: Advanced Techniques for Transforming Data Into Insights
Tanimura, Cathy
Paperback
Data Engineering Design Patterns: Recipes for Solving the Most Common Data Engineering Problems
Konieczny, Bartosz
Paperback
Mathletics: How Gamblers, Managers, and Fans Use Mathematics in Sports, Second Edition
Winston, Wayne L.
Nestler, Scott
Pelechrinis, Konstantinos
Paperback
Becoming a Data Head: How to Think, Speak, and Understand Data Science, Statistics, and Machine Learning
Gutman, Alex J.
Goldmeier, Jordan
Paperback
Product Operations: How successful companies build better products at scale
Perri, Melissa
Tilles, Denise
Paperback
SQL QuickStart Guide: The Simplified Beginner's Guide to Managing, Analyzing, and Manipulating Data With SQL
Shields, Walter
Paperback
Observability Engineering: Achieving Production Excellence
Majors, Charity
Fong-Jones, Liz
Miranda, George
Paperback
Data Engineering for Cybersecurity: Build Secure Data Pipelines with Free and Open-Source Tools
Bonifield, James
Paperback
SQL Server 2025 Unveiled: The Ai-Ready Enterprise Database with Microsoft Fabric Integration
Ward, Bob
Paperback
Databricks Data Intelligence Platform: Unlocking the Genai Revolution
Gupta, Nikhil
Yip, Jason
Paperback
iPhone 11 Pro Max Guide: Learn Step-By-Step How To Use Your iPhone Pro Max Step-By-Step
Meyer, Albrecht
Paperback
Databricks Certified Data Engineer Associate Study Guide: In-Depth Guidance and Practice
Alhussein, Derar
Paperback
Kafka: The Definitive Guide: Real-Time Data and Stream Processing at Scale
Palino, Todd
Sivaram, Rajini
Shapira, Gwen
Paperback
SQL Cookbook: Query Solutions and Techniques for All SQL Users
Molinaro, Anthony
Graaf, Robert de
Paperback
PR Technology, Data and Insights: Igniting a Positive Return on Your Communications Investment
Weiner, Mark
Paperback
Microsoft Power Bi Visual Calculations: Simplifying Dax
Ter Heerdt, Jeroen
Stikkelorum, Madzy
Lelijveld, Marc
Paperback
Turning Data into Wisdom: How We Can Collaborate with Data to Change Ourselves, Our Organizations, and Even the World
Hanegan, Kevin
Paperback
Foundations of Deep Reinforcement Learning: Theory and Practice in Python
Graesser, Laura
Keng, Wah Loon
Paperback
High Performance Python: Practical Performant Programming for Humans
Gorelick, Micha
Ozsvald, Ian
Paperback
ML and Generative AI in the Data Lakehouse: Building and Deploying AI Applications at Scale
Haelen, Bennie
Paperback
Non-Invasive Data Governance: The Path of Least Resistance and Greatest Success
Seiner, Robert
Paperback
Data Contracts: Developing Production-Grade Pipelines at Scale
Schmidt, B. E.
Freeman, Mark
Sanderson, Chad
Paperback
Data Analytics Made Easy: Analyze and present data to make informed decisions without writing any code
Mauro, Andrea de
Paperback
Ai-Ready Data Blueprints: From Raw Data to Ai-Driven Innovation
Sopirala, Srikanth
Shukla, Navnit
Pham, Kien
Paperback
Numerical Python: Scientific Computing and Data Science Applications with Numpy, Scipy and Matplotlib
Johansson, Robert
Paperback
The Data Center as a Computer: Designing Warehouse-Scale Machines
Barroso, Luiz André
Hölzle, Urs
Ranganathan, Parthasarathy
Hardcover
Hands-On Data Analysis with Pandas: Efficiently perform data collection, wrangling, analysis, and visualization using Python
Molin, Stefanie
Paperback
Learning Statistics with Jamovi: A Tutorial for Beginners in Statistical Analysis
Navarro, Danielle
Foxcroft, David
Paperback
Data Pipelines with Apache Airflow, Second Edition: Orchestration for Data and AI
Geusebroek, Kris
Ruiter, Julian de
Cabral, Ismael
Paperback
SQL Server 2025 Query Performance Tuning: Troubleshoot and Optimize Query Performance
Fritchey, Grant
Paperback
Data Analytics & Visualization All-In-One for Dummies
Massaron, Luca
Hyman, Jack A.
McFedries, Paul
Paperback
Data Governance with Unity Catalog on Databricks: Implement Data and AI Governance with Databricks Data Intelligence Platform
Sreekumar, Kiran
Subbarao, Karthik
Paperback
Kafka for Architects: Event-Driven Architecture, Logs, Microservices, Real-Time Event Processing
Gorshkova, Katya
Paperback
Advanced Snowflake: Processing Data, Developing Applications, and Deploying ML Models at Scale
Ullah, Muhammad Fasih
Paperback
Data Center Critical Facilities Migration from Construction to Operations
K. Tidjani, Yekini
Paperback
Diseño de Bases de Datos - Un enfoque práctico: Aprende a diseñar bases de datos desde el modelo conceptual hasta el modelo relacional con esta guía p
Garrido Barrientos, Sergio
Paperback
Delta Lake: The Definitive Guide: Modern Data Lakehouse Architectures with Data Lakes
Lee, Denny
Wentling, Tristen
Haines, Scott
Paperback
Learning Ransomware Response & Recovery: Stopping Ransomware One Restore at a Time
Saylor, Michael
Preston, W. Curtis
Paperback
Data Governance Change Management: From Drift to Direction-Why Every Data Leader Needs an ANCHOR
Agrawal, Aakriti
Agrawal, Arvind
Paperback
Apache Iceberg: The Definitive Guide: Data Lakehouse Functionality, Performance, and Scalability on the Data Lake
Merced, Alex
Shiran, Tomer
Hughes, Jason
Paperback
Real-Time Intelligence with Microsoft Fabric: Empowering Data-Driven Decisions in the Era of AI
Geisler, Frank
Brattã S. Johan Ludvig
Paperback
Diseño de Aplicaciones Con USO Intensivo En Datos (Spanish Edition): Las Grandes Ideas Detrás de Los Sistemas Confiables, Escalables Y Mantenibles
Kleppmann, Martin
Riccomini, Chris
Paperback
The Data Product Playbook: Designing and Delivering Data Products that Power Decisions, Analytics, and AI
Koenders, Willem
Paperback
Practical Natural Language Processing: A Comprehensive Guide to Building Real-World Nlp Systems
Vajjala, Sowmya
Majumder, Bodhisattwa
Gupta, Anuj
Paperback
Data and Reality: A Timeless Perspective on Perceiving and Managing Information in Our Imprecise World, 3rd Edition
Kent, William
Paperback
Big Data in Der Mobilität: Akteure, Geschäftsmodelle Und Nutzenpotenziale Für Die Welt Von Morgen
Gatzert, Nadine
Knorre, Susanne
Müller-Peters, Horst
Paperback
Mastering PostgreSQL 17 - Sixth Edition: Elevate your database skills with advanced deployment, optimization, and security strategies
Schönig, Hans-Jürgen
Paperback
Apache Hudi: The Definitive Guide: Building Robust, Open, and High-Performing Data Lakehouses
Saktheeswaran, Bhavani Sudha
Xu, Shiyan
Wason, Prashant
Paperback
Building Data Integration Solutions: Unifying Data for Enhanced Decision Making
Borthen, Jay
Paperback
The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition
Hastie, Trevor
Tibshirani, Robert
Friedman, Jerome
Hardcover
Agile Data Warehouse Design: Collaborative Dimensional Modeling, from Whiteboard to Star Schema
Corr, Lawrence
Stagnitto, Jim
Paperback
SQL in a Week: A Fast-Track Guide to Writing and Optimizing Queries Like a Pro
Shah, Bhumika
Dubey, Devtosh
Paperback
Practical Mlflow for Generative AI on Databricks: Build High-Quality AI Agents from Prompt Design to Production
Lim, Chang Shi
Nguyen, Julie
Ganganath, Nuwan
Paperback
Football Analytics with Python & R: Learning Data Science Through the Lens of Sports
Eager, Eric A.
Erickson, Richard a.
Paperback
Introduction to Statistics: An Intuitive Guide for Analyzing Data and Unlocking Discoveries
Frost, Jim
Hardcover
Data Modeling with Microsoft Power BI: Self-Service and Enterprise Data Warehouse with Power BI
Ehrenmueller-Jensen, Markus
Paperback
How to Interpret Data: Using Data to Improve Your Influence and Decision-Making
Kelly, Nicholas
Paperback
SQL for Data Analytics - Fourth Edition: Analyze data effectively, uncover insights and master advanced SQL for real-world applications
Goldwasser, Matt
Shan, Jun
Li, Haibin
Paperback
Architecting an Apache Iceberg Lakehouse: A Scalable, Open-Source Data Platform
Merced, Alex
Paperback
Unlocking Dbt: Design and Deploy Transformations in Your Cloud Data Warehouse
Cyr, Cameron
Dorsey, Dustin
Paperback
Stream Processing with Apache Flink: Fundamentals, Implementation, and Operation of Streaming Applications
Kalavri, Vasiliki
Hueske, Fabian
Paperback
Everybody Lies: Big Data, New Data, and What the Internet Can Tell Us about Who We Really Are
Stephens-Davidowitz, Seth
Paperback
Analytics Engineering with SQL and Dbt: Building Meaningful Data Models at Scale
Russa, Hélder
Machado, Rui
Paperback
Databricks Data Intelligence Platform: Powering the Agentic Era
Wojtyczka, Marcin
Yip, Jason
Gupta, Nikhil
Paperback
The Definitive Guide to Microsoft Fabric: From discovery to building a unified, secure, and scalable data platform
Riehl, Jean-Pierre
Maneu, Christopher
Beau, Emilie
Paperback
R in Action, Third Edition: Data Analysis and Graphics with R and Tidyverse
Kabacoff, Robert I.
Paperback
A Comprehensive Introduction to Python: From the Basics to Data Analytics: From the Basics to Data Analytics
Masloff, Jackie
Paperback
Data Strategy: How to Use Data and Artificial Intelligence to Transform Your Business
Marr, Bernard
Paperback
Learn PostgreSQL - Second Edition: Use, manage and build secure and scalable databases with PostgreSQL 16
Ferrari, Luca
Pirozzi, Enrico
Paperback
SAP S/4hana Financial Accounting Certification Guide: Application Associate Exam
Pougkas, Stefanos
Paperback
The Expert's Guide to SQL Server: Tuning, Security, and Cloud Migration
Andiappan, Petchikumar
Pasam, Venkata Reddy
Paperback
The Data Engineer's Guide to Microsoft Fabric: Building Modern Lakehouse Solutions
Reich, Christian Henrik
Paperback
Fusion Strategy: How Real-Time Data and AI Will Power the Industrial Future
Venkatraman, Venkat
Govindarajan, Vijay
Hardcover
Numerical Python: Scientific Computing and Data Science Applications with Numpy, Scipy and Matplotlib
Johansson, Robert
Paperback
Natural Language Processing with Pytorch: Build Intelligent Language Applications Using Deep Learning
McMahan, Brian
Rao, Delip
Paperback
Stewards of Data: A Practical Handbook for Undergraduate Researchers in Engineering and Applied Sciences
Zoltowski, Carla B.
Purzer, Şenay
Zakharov, Wei
Paperback
Causal Inference with Bayesian Networks: Build Bayesian Networks and Causal Inference Models with R and Python
Fattah, Yousri El
Bagheri, Reza
Paperback
The Unified Star Schema: An Agile and Resilient Approach to Data Warehouse and Analytics Design
Puppini, Francesco
Inmon, Bill
Paperback
Data Governance: The Definitive Guide: People, Processes, and Tools to Operationalize Data Trustworthiness
Lakshmanan, Valliappa
Eryurek, Evren
Gilad, Uri
Paperback