book

Data Lakes

by Anne Laurent, Dominique Laurent, Cédrine Madera

June 2020

Beginner to intermediate

244 pages

5h 40m

English

Wiley-ISTE

Read now

Unlock full access

1.1. Introduction to data lakes1.2. Literature review and discussion1.3. The data lake challenges1.4. Data lakes versus decision-making systems1.5. Urbanization for data lakes1.6. Data lake functionalities1.7. Summary and concluding remarks
2.1. Introduction2.2. State of the art and practice2.3. System architecture2.4. Use case: the Constance system2.5. Concluding remarks
3.1. Our expectations3.2. Modeling data lake functionalities3.3. Building the knowledge base of industrial data lakes3.4. Our formalization approach3.5. Applying our approach3.6. Analysis of our first results3.7. Concluding remarks
4.1. Definitions and concepts4.2. Classification of metadata by NISO4.3. Other categories of metadata4.4. Sources of metadata4.5. Metadata classification4.6. Why metadata are needed4.7. Business value of metadata4.8. Metadata architecture4.9. Metadata management4.10. Metadata and data lakes4.11. Metadata management in data lakes4.12. Metadata and master data management4.13. Conclusion
5.1. Context5.2. Related work5.3. Metadata model5.4. Metadata implementation5.5. Concluding remarks
6.1. Introduction to master data management6.2. Deciding what to manage6.3. Why should I manage master data?6.4. What is master data management?6.5. Master data and the data lake6.6. Conclusion
7.1. Basic principles7.2. Using Linked Data in data lakes7.3. Limitations and issues7.4. The smart cities use case7.5. Take-home message
8.1. Introduction8.2. A little bit of context8.3. Every machine talks8.4. The volume paradox8.5. The fog, a shift in paradigm8.6. Constraint environment challenges8.7. Calculations and local drift8.8. Quality is everything8.9. Fog computing versus cloud computing and edge computing8.10. Concluding remarks: fog computing and data lake

9.1. Applying the notion of gravitation to information systems9.2. Impact of gravitation on the architecture of data lakes

Content preview from Data Lakes

WILEY END USER LICENSE AGREEMENT

Go to www.wiley.com/go/eula to access Wiley’s ebook EULA.

Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.

Start your free trial

Architecting Data Lakes

Ashish Thusoo, Ben Sharma

Operationalizing the Data Lake

Holden Ackerman, Jon King

Data Superstream: Data Lakes and Warehouses

Alistair Croll, Lena Hall, Vini Jaiswal, Einat Orr, Wannes Rosiers, Jessica Larson, Ryan Blue, Tejas Chopra

Data Lake Maturity Model

Scott Gidley, Andy Oram

Publisher Resources

ISBN: 9781786305855Purchase book