Title page
by Bruce Maxim, Maritta Heisel, Nour Ali, Rami Bahsoon, Ivan Mistrik
Software Architecture for Big Data and the Cloud
- Cover image
- Title page
- Table of Contents
- Copyright
- Contributors
- About the Editors
- Foreword by Mandy Chessell
- Foreword by Ian Gorton
- Preface
- Chapter 1: Introduction. Software Architecture for Cloud and Big Data: An Open Quest for the Architecturally Significant Requirements
- Part 1: Concepts and Models
- Chapter 2: Hyperscalability – The Changing Face of Software Architecture
- Chapter 3: Architecting to Deliver Value From a Big Data and Hybrid Cloud Architecture
- Abstract
- 3.1. Introduction
- 3.2. Supporting the Analytics Lifecycle
- 3.3. The Role of Data Lakes
- 3.4. Key Design Features That Make a Data Lake Successful
- 3.5. Architecture Example – Context Management in the IoT
- 3.6. Big Data Origins and Characteristics
- 3.7. The Systems That Capture and Process Big Data
- 3.8. Operating Across Organizational Silos
- 3.9. Architecture Example – Local Processing of Big Data
- 3.10. Architecture Example – Creating a Multichannel View
- 3.11. Application Independent Data
- 3.12. Metadata and Governance
- 3.13. Conclusions
- 3.14. Outlook and Future Directions
- References
- Chapter 4: Domain-Driven Design of Big Data Systems Based on a Reference Architecture
- Chapter 5: An Architectural Model-Based Approach to Quality-Aware DevOps in Cloud Applicationsc
- Abstract
- 5.1. Introduction
- 5.2. A Cloud-Based Software Application
- 5.3. Differences in Architectural Models Among Development and Operations
- 5.4. The iObserve Approach
- 5.5. Addressing the Differences in Architectural Models
- 5.6. Applying iObserve to CoCoME
- 5.7. Limitations
- 5.8. Related Work
- 5.9. Conclusion
- References
- Chapter 6: Bridging Ecology and Cloud: Transposing Ecological Perspective to Enable Better Cloud Autoscaling
- Part 2: Analyzing and Evaluating
- Chapter 7: Evaluating Web PKIs
- Chapter 8: Performance Isolation in Cloud-Based Big Data Architectures
- Chapter 9: From Legacy to Cloud: Risks and Benefits in Software Cloud Migration
- Chapter 10: Big Data: A Practitioners Perspective
- Abstract
- 10.1. Big Data Is a New Paradigm – Differences With Traditional Data Warehouse, Pitfalls and Consideration
- 10.2. Product Considerations for Big Data – Use of Open Source Products for Big Data, Pitfalls and Considerations
- 10.3. Use of Cloud for hosting Big Data – Why to Use Cloud, Pitfalls and Consideration
- 10.4. Big Data Implementation – Architecture Definition, Processing Framework and Migration Pattern From Data Warehouse to Big Data
- 10.5. Conclusion
- References
- Part 3: Technologies
- Chapter 11: A Taxonomy and Survey of Stream Processing Systems
- Chapter 12: Architecting Cloud Services for the Digital Me in a Privacy-Aware Environment
- Chapter 13: Reengineering Data-Centric Information Systems for the Cloud – A Method and Architectural Patterns Promoting Multitenancy
- Abstract
- 13.1. Introduction
- 13.2. Context and Problem: Multitenancy in Cloud Computing
- 13.3. Solution Overview: Reengineering Method and Process
- 13.4. Solution Detail 1: Architectural Patterns in the Method
- 13.5. Solution Detail 2: Testing and Code Reviews
- 13.6. Case Study (Implementation)
- 13.7. Discussion
- 13.8. Related Work
- 13.9. Summary and Conclusions
- Appendix 13.A. Architectural Refactoring (AR) Reference
- References
- Chapter 14: Exploring the Evolution of Big Data Technologies
- Chapter 15: A Taxonomy and Survey of Fault-Tolerant Workflow Management Systems in Cloud and Distributed Computing Environments
- Abstract
- 15.1. Introduction
- 15.2. Background
- 15.3. Introduction to Fault-Tolerance
- 15.4. Taxonomy of Faults
- 15.5. Taxonomy of Fault-Tolerant Scheduling Algorithms
- 15.6. Modeling of Failures in Workflow Management Systems
- 15.7. Metrics Used to Quantify Fault-Tolerance
- 15.8. Survey of Workflow Management Systems and Frameworks
- 15.9. Tools and Support Systems
- 15.10. Summary
- References
- Part 4: Resource Management
- Part 5: Looking Ahead
- Glossary
- Author Index
- Subject Index
Software Architecture for Big Data and the Cloud
First edition
Ivan Mistrik
Rami Bahsoon
Nour Ali
Maritta Heisel
Bruce Maxim
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