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- Managing Data as a Product. Design and build data-product-centered socio-technical architectures
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Managing Data as a Product. Design and build data-product-centered socio-technical architectures
Ebook
Traditional monolithic data platforms struggle with scalability and burden central data teams with excessive cognitive load, leading to challenges in managing technological debt. As maintenance costs escalate, these platforms lose their ability to provide sustained value over time. With two decades of hands-on experience implementing data solutions and his pioneering work in the Open Data Mesh Initiative, Andrea Gioia brings practical insights and proven strategies for transforming how organizations manage their data assets.
Managing Data as a Product introduces a modular and distributed approach to data platform development, centered on the concept of data products. In this book, you’ll explore the rationale behind this shift, understand the core features and structure of data products, and learn how to identify, develop, and operate them in a production environment. The book guides you through designing and implementing an incremental, value-driven strategy for adopting data product-centered architectures, including strategies for securing buy-in from stakeholders. Additionally, it explores data modeling in distributed environments, emphasizing its crucial role in fully leveraging modern generative AI solutions.
By the end of this book, you’ll have gained a comprehensive understanding of product-centric data architecture and the essential steps needed to adopt this modern approach to data management.
Managing Data as a Product introduces a modular and distributed approach to data platform development, centered on the concept of data products. In this book, you’ll explore the rationale behind this shift, understand the core features and structure of data products, and learn how to identify, develop, and operate them in a production environment. The book guides you through designing and implementing an incremental, value-driven strategy for adopting data product-centered architectures, including strategies for securing buy-in from stakeholders. Additionally, it explores data modeling in distributed environments, emphasizing its crucial role in fully leveraging modern generative AI solutions.
By the end of this book, you’ll have gained a comprehensive understanding of product-centric data architecture and the essential steps needed to adopt this modern approach to data management.
- 1. From Data as a Byproduct to Data as a Product
- 2. Data Products
- 3. Data Product-Centered Architectures
- 4. Identifying Data Products and Prioritizing Developments
- 5. Designing and Implementing Data Products
- 6. Operating Data Products in Production
- 7. Automating Data Product Lifecycle Management
- 8. Moving through the Adoption Journey
- 9. Team Topologies and Data Ownership at Scale
- 10. Distributed Data Modeling
- 11. Building an AI-Ready Information Architecture
- 12. Bringing It All Together
- Title: Managing Data as a Product. Design and build data-product-centered socio-technical architectures
- Author: Andrea Gioia, Giulio Scotti
- Original title: Managing Data as a Product. Design and build data-product-centered socio-technical architectures
- ISBN: 9781835469378, 9781835469378
- Date of issue: 2024-11-29
- Format: Ebook
- Item ID: e_3wif
- Publisher: Packt Publishing