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Cloud service benchmarking can provide important, sometimes
surprising insights into the quality of services and leads to a
more quality-driven design and engineering of complex software
architectures that use such services. Starting with a broad
introduction to the field, this book guides readers step-by-step
through the process of designing, implementing and executing a
cloud service benchmark, as well as understanding and dealing with
its results. It covers all aspects of cloud service benchmarking,
i.e., both benchmarking the cloud and benchmarking in the cloud, at
a basic level. The book is divided into five parts: Part I
discusses what cloud benchmarking is, provides an overview of cloud
services and their key properties, and describes the notion of a
cloud system and cloud-service quality. It also addresses the
benchmarking lifecycle and the motivations behind running
benchmarks in particular phases of an application lifecycle. Part
II then focuses on benchmark design by discussing key objectives
(e.g., repeatability, fairness, or understandability) and defining
metrics and measurement methods, and by giving advice on developing
own measurement methods and metrics. Next, Part III explores
benchmark execution and implementation challenges and objectives as
well as aspects like runtime monitoring and result collection.
Subsequently, Part IV addresses benchmark results, covering topics
such as an abstract process for turning data into insights, data
preprocessing, and basic data analysis methods. Lastly, Part V
concludes the book with a summary, suggestions for further reading
and pointers to benchmarking tools available on the Web. The book
is intended for researchers and graduate students of computer
science and related subjects looking for an introduction to
benchmarking cloud services, but also for industry practitioners
who are interested in evaluating the quality of cloud services or
who want to assess key qualities of their own implementations
through cloud-based experiments.
Cloud service benchmarking can provide important, sometimes
surprising insights into the quality of services and leads to a
more quality-driven design and engineering of complex software
architectures that use such services. Starting with a broad
introduction to the field, this book guides readers step-by-step
through the process of designing, implementing and executing a
cloud service benchmark, as well as understanding and dealing with
its results. It covers all aspects of cloud service benchmarking,
i.e., both benchmarking the cloud and benchmarking in the cloud, at
a basic level. The book is divided into five parts: Part I
discusses what cloud benchmarking is, provides an overview of cloud
services and their key properties, and describes the notion of a
cloud system and cloud-service quality. It also addresses the
benchmarking lifecycle and the motivations behind running
benchmarks in particular phases of an application lifecycle. Part
II then focuses on benchmark design by discussing key objectives
(e.g., repeatability, fairness, or understandability) and defining
metrics and measurement methods, and by giving advice on developing
own measurement methods and metrics. Next, Part III explores
benchmark execution and implementation challenges and objectives as
well as aspects like runtime monitoring and result collection.
Subsequently, Part IV addresses benchmark results, covering topics
such as an abstract process for turning data into insights, data
preprocessing, and basic data analysis methods. Lastly, Part V
concludes the book with a summary, suggestions for further reading
and pointers to benchmarking tools available on the Web. The book
is intended for researchers and graduate students of computer
science and related subjects looking for an introduction to
benchmarking cloud services, but also for industry practitioners
who are interested in evaluating the quality of cloud services or
who want to assess key qualities of their own implementations
through cloud-based experiments.
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