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Database Design and Modeling with Google Cloud: Learn database design and development to take your data to applications, analytics, and AI
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This book serves as a comprehensive and practical guide for data professionals who want to design and model their databases efficiently.
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Produkt detaljer
- Build faster and efficient real-world applications on the cloud with a fitting database model that's perfect for your needsKey FeaturesFamiliarize yourself with business and technical considerations involved in modeling the right databaseTake your data to applications, analytics, and AI with real-world examplesLearn how to code, build, and deploy end-to-end solutions with expert advicePurchase of the print or Kindle book includes a free PDF eBookBook DescriptionIn the age of lightning-speed delivery, customers want everything developed, built, and delivered at high speed and at scale. Knowledge, design, and choice of database is critical in that journey, but there is no one-size-fits-all solution. This book serves as a comprehensive and practical guide for data professionals who want to design and model their databases efficiently. The book begins by taking you through business, technical, and design considerations for databases. Next, it takes you on an immersive structured database deep dive for both transactional and analytical real-world use cases using Cloud SQL, Spanner, and BigQuery. As you progress, you'll explore semi-structured and unstructured database considerations with practical applications using Firestore, cloud storage, and more. You'll also find insights into operational considerations for databases and the database design journey for taking your data to AI with Vertex AI APIs and generative AI examples. By the end of this book, you will be well-versed in designing and modeling data and databases for your applications using Google Cloud.What you will learnUnderstand different use cases and real-world applications of data in the cloudWork with document and indexed NoSQL databasesGet to grips with modeling considerations for analytics, AI, and MLUse real-world examples to learn about ETL servicesDesign structured, semi-structured, and unstructured data for your applications and analyticsImprove observability, performance, security, scalability, latency SLAs, SLIs, and SLOsWho this book is forThis book is for database developers, data engineers, and architects looking to design, model, and build database applications on the cloud with an extended focus on operational consideration and taking their data to AI. Data scientists, as well ML and AI engineers who want to use Google Cloud services in the data to AI journey will also find plenty of useful information in this book. It will also be useful to data analysts and BI developers who want to use SQL impactfully to generate ML and generative AI insights from their data. Table of ContentsData, Databases, and DesignHandling Data on the CloudDatabase Modeling for Structured DataSetting Up a Fully Managed RDBMSDesigning an Analytical Data WarehouseDesigning for Semi-structured DataUnstructured Data ManagementDevOps and DatabasesData to AI - Modeling Your Databases for Analytics and MLLooking Ahead - Designing for LLM Applications
| Publisher | Packt Publishing |
| Publication date | December 29, 2023 |
| Language | English |
| Print length | 234 pages |
| ISBN-10 | 180461145X |
| ISBN-13 | 978-1804611456 |
| Item Weight | 14.4 ounces (408.24 grams) |
| Dimensions | 7.5 x 0.53 x 9.25 inches (19.1 x 1.3 x 23.5 cm) |
Hvem passer produktet for?
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Data Engineers
This product provides essential skills for data engineers to design, implement, and maintain cloud databases efficiently.
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Business Analysts
Ideal for analysts seeking insights through data; it teaches effective data modeling and analytics integration in Google Cloud.
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AI Developers
AI developers will benefit by learning to structure databases for better machine learning model training and performance.
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Beginner Programmers
Those new to programming may find the content too advanced without foundational knowledge in database concepts.
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Hvordan handle Database Design and Modeling with Google Cloud: online fra Ubuy?
Svar: Det er enkelt å handle Database Design and Modeling with Google Cloud: online fra Ubuy.. Du trenger bare å søke etter produktet, velge fraktmetode mens du sjekker ut og få det levert til ditt sted. -
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Er Database Design and Modeling with Google Cloud: tilgjengelig for nettbutikk i Norway?
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Data Modeling & Design Editorial Review
**** "Database Design and Modeling with Google Cloud" by Abirami Sukumaran emerges as a valuable resource for those venturing into the realm of database design, particularly within the Google Cloud ecosystem. The book adeptly avoids the pitfall of being an exhaustive encyclopedia, instead providing a practical approach tailored for beginners and seasoned data professionals alike. It is structured to guide readers through the essential concepts of database setup and configuration, focusing specifically on tools like Google Cloud SQL, BigQuery, and Firestore. What sets this book apart is its step-by-step guidance that allows readers to practicalize their learning effectively. By integrating advanced topics such as AI and machine learning, it offers insightful perspectives on managing both structured and unstructured data. The author does an excellent job of elucidating not just the "how" but also the "why" behind various choices in database management scenarios, ensuring that readers understand the contextual applications of the information presented. However, while the content is compelling, there is a noted desire for clearer visuals, such as enhanced screenshots, to elevate the reader's experience further. This suggestion points to an area for improvement in future editions but does not detract significantly from the overall quality of the material. The book successfully combines foundational database theories with real-world applications, making it suitable for anyone from novice data engineers to experienced architects. Additionally, it's heartening to see the proceeds from this book directed toward charity, adding a further incentive for potential readers to invest not only in their education but also in a worthy cause. Overall, "Database Design and Modeling with Google Cloud" is recommended for individuals looking to sharpen their skills and understanding of Google Cloud’s data services. **
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Fordeler
- Practical, step-by-step guidance on database setup and configuration.
- Covers essential concepts of data management in the Google Cloud ecosystem.
- Balances depth and breadth of topics; integrates AI and ML aspects.
- Clear explanations that connect theory with real-world applications.
- Proceeds go to charity, enhancing the appeal of purchasing.
Ulemper
- Screenshots could be clearer for improved comprehension.
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Funksjoner og fordeler
- Comprehensive guide for database design and modeling.
- Focuses on business and technical considerations.
- Explore real-world applications and use cases.
- Learn to code, build, and deploy with expert advice.
- Covers structured, semi-structured, and unstructured data.
- Perfect for database developers and data professionals aiming for efficient designs.
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