Mastering Data Engineering and Analytics with Databricks - A Hands-on Guide to Build Scalable Pipelines Using Databricks Delta Lake and MLflow

Manoj Kumar

Summary

Master Databricks to Transform Data into Strategic Insights for Tomorrow’s Business Challenges
Book Description
In today’s data-driven world, mastering data engineering is crucial for driving innovation and delivering real business impact. Databricks is one of the most powerful platforms which unifies data, analytics and AI requirements of numerous organizations worldwide.
Mastering Data Engineering and Analytics with Databricks goes beyond the basics, offering a hands-on, practical approach tailored for professionals eager to excel in the evolving landscape of data engineering and analytics.
This book uniquely blends foundational knowledge with advanced applications, equipping readers with the expertise to build, optimize, and scale data pipelines that meet real-world business needs. With a focus on actionable learning, it delves into complex workflows, including real-time data processing, advanced optimization with Delta Lake, and seamless ML integration with MLflow—skills critical for today’s data professionals.
Table of Contents
SECTION 1
1. Introducing Data Engineering with Databricks
2. Setting Up a Databricks Environment for Data Engineering
3. Working with Databricks Utilities and Clusters
SECTION 2
4. Extracting and Loading Data Using Databricks
5. Transforming Data with Databricks
6. Handling Streaming Data with Databricks
7. Creating Delta Live Tables
8. Data Partitioning and Shuffling
9. Performance Tuning and Best Practices
10. Workflow Management
11. Databricks SQL Warehouse
12. Data Storage and Unity Catalog
13. Monitoring Databricks Clusters and Jobs
14. Production Deployment Strategies
15. Maintaining Data Pipelines in Production
16. Managing Data Security and Governance
17. Real-World Data Engineering Use Cases with Databricks
18. AI and ML Essentials
19. Integrating Databricks with External Tools
Index

Available since: 10/30/2024.

Science & Technology

Other books that might interest you

Ultimate NET MAUI Projects -...

Raúl Pimienta

Build Stunning Cross-Platform Apps with the Power of C# and . NET MAUI.
Book Description
As the need for unified mobile and desktop applications continues to rise, . NET MAUI offers a modern, efficient solution—enabling developers to create native apps for Android, iOS, Windows, and macOS using a single codebase in C# and XAML. Ultimate . NET MAUI Projects is your comprehensive, hands-on guide to mastering this powerful framework, and building production-ready, cross-platform applications.
This book walks you through the complete development lifecycle—from foundational concepts to advanced techniques. You will also learn how to design responsive UIs with XAML, implement clean architecture using the MVVM pattern, integrate local data storage with SQLite, and connect to external APIs for dynamic content. Additionally, you will explore performance tuning, deployment practices, testing on emulators and real devices.
Through guided, real-world projects including a feature-rich E-Commerce app, a robust ERP system, an interactive educational platform, and a dynamic social media interface, you will gain the skills and confidence to build scalable and maintainable applications that work seamlessly across platforms. Hence, whether you are a developer breaking into cross-platform development or a seasoned pro refining your mobile strategy, Ultimate . NET MAUI Projects is your essential resource for building with impact.
Table of Contents
1. Getting to know . NET MAUI
2. Main Features of . NET MAUI
3. Getting Started with . NET MAUI
4. Design Patterns in . NET MAUI
5. Using Blazor Components in . NET MAUI
6. Internal DB and API Connection
7. Best Practices in . NET MAUI
8. Building an E-Commerce App
9. Building an ERP App
10. Building a Social Media App
11. Building an Education App

Index

Show book

When Crisis Hits Suburbia

Ted Riley

Would your family survive in lockdown if society were to collapse? Learn how to prepare your home now.We are used to a world in which our homes are supplied with fresh water, gas, and electricity. We’re used to having our waste removed and our sanitary needs met.These are all things we’ve come to expect, but what would happen if they were taken away?Flooding, hurricanes, and pandemics are affecting areas we once thought were safe from disaster--we shouldn’t take anything for granted.In When Crisis Hits Suburbia: A Modern-Day Prepping Guide to Effectively Bug In and Protect Your Family Home in a Societal Collapse, you’ll learn exactly what you need to know to prepare your home for an emergency. You’ll find:The 6 key priorities of survival and how to make sure you have them covered.A clear guide for knowing when it’s time to stay in, and when it’s time to evacuate.Top prepper survival secrets so that you always stay one step ahead of the rest.A toolbox of information that allows you to choose what works best for your family.Practical tips for preparing your children for worst-case scenarios without frightening them.How to make sure your water supply is 100% safe at all times.Comprehensive checklists for everything you need to stock in your home.Essential administrative tasks you should have sorted in advance before a disaster strikes.And much more.The ideal home is not only the home that keeps you and your family safe in good times, but it’s the home that keeps you safe no matter what.Prepare your home for the worst-case scenario and protect your family no matter what.

Show book

THRIVE: Secrets Behind the...

Soren Ashford

THRIVE: Secrets Behind the Untold Chaos of the AIDS Crisis
⭐⭐ Simplified Guide & Explanations Included ⭐⭐
Are you eager to deepen your understanding of resilience and hope in humanity's darkest moments?
Looking for a comprehensive resource that unveils the crucial elements behind the chaos of the AIDS crisis?
Your search ends here!
This guide serves as your ultimate companion for exploring the profound lessons learned during one of history's most challenging times. With this, you're equipped for a journey of discovery and insight.
Updated to reflect the most current understanding surrounding the AIDS crisis.
Key features of this enhanced guide:
- In-depth insights about the AIDS crisis and its implications on society
- Detailed exploration of key events and figures that shaped the AIDS epidemic
- Effective strategies to navigate the complexities of this historical narrative
Our guide stands out through its thorough coverage, which is essential for your comprehension of the topic. The concepts are not only presented but are examined in detail and clarity.
Please be advised that this guide is an independent resource aimed at enhancing your knowledge and understanding.
Crafted with a clear structure and accessible language, our guide ensures seamless transitions between topics. Bid farewell to convoluted jargon and welcome clear, precise, and accurate content.
So, why hesitate? Click the BUY NOW button, secure your guide, and embark on your enlightening journey into THRIVE: Secrets Behind the Untold Chaos of the AIDS Crisis!

Show book

Healing Aliens: Bedtime Story...

TherapyVoice

Healing Aliens: Bedtime Story For Adults offers a transcendent journey into deep relaxation and healing. As the story unfolds, listeners are gently lifted towards the stars, finding themselves in a bioluminescent spaceship filled with fragrant plants and glowing lights. Two radiant beings welcome you with telepathic warmth, guiding you to a magical bed that vibrates with healing energy. The harmonious vibrations soothe and heal, transforming you into pure light and reconnecting you with your essence. Awakening revitalized, you carry newfound clarity and purpose, ready to share your gifts and transform the world. This audiobook is a must-listen for anyone seeking deep relaxation and spiritual rejuvenation.

Show book

ACLS Exam Simplified - ACLS Exam...

Elden Hawthorne

⭐⭐ Simplified Guide & Explanations Included⭐⭐ 
Are you aspiring to advance in your career and solidify your knowledge by successfully mastering the ACLS protocols? 
Looking for a comprehensive resource that provides everything you need to excel in Advanced Cardiovascular Life Support? 
Your search ends here! 
This guide serves as your definitive companion for deepening your understanding, applying your skills, and engaging in hands-on exercises. With this, you're geared for success. 
Updated for the Latest ACLS Guidelines and Protocols. 
Key features of this enriched guide: 
- Profound insights about the ACLS Certification 
- Detailed explanation of Advanced Cardiovascular Life Support (ACLS) 
- Fruitful strategies for preparation and implementation 
Our guide distinguishes itself through comprehensive coverage, which is essential for your success. Concepts aren't merely skimmed; they are delved into with precision. 
Designed with a clear structure and easy-to-understand language, our ACLS Guide ensures smooth transitions between topics. Say goodbye to dense jargon and welcome clear, precise, and technically accurate content. 
So, why wait? Click the BUY NOW button, secure your guide, and begin your journey to mastering Advanced Cardiovascular Life Support!

Show book

Straight From the Horse's Mouth

Cheryl Green, Faith Hancock

Renowned equine communicator Cheryl Green has spent her life with horses and has been communicating with them professionally, for the benefit of both horses and owners, for more than a decade. In this book she shares her knowledge for enriching equine physical and mental health. She also offers guidance to riders and owners, so that they can improve their communication and relationships with their horses.

The wide range of topics covered range from accommodation to hoof health; the best things to feed horses; the use of essential oils; beneficial hedgerow plants; and how to deal with behavioural issues. Cheryl believes that adopting a holistic approach towards horses will enable them to be their best.

Case studies are included, featuring some of the people and horses Cheryl has worked with, which demonstrate the outcomes of her techniques. Many horses have been saved thanks to Cheryl's extensive knowledge and skill.

Informative and insightful, Straight From the Horse's Mouth shows what can happen if we really listen to our horses – and to ourselves.

Show book