Book Image

Google Cloud Platform for Architects

By : Vitthal Srinivasan, Loonycorn , Judy Raj
Book Image

Google Cloud Platform for Architects

By: Vitthal Srinivasan, Loonycorn , Judy Raj

Overview of this book

Using a public cloud platform was considered risky a decade ago, and unconventional even just a few years ago. Today, however, use of the public cloud is completely mainstream - the norm, rather than the exception. Several leading technology firms, including Google, have built sophisticated cloud platforms, and are locked in a fierce competition for market share. The main goal of this book is to enable you to get the best out of the GCP, and to use it with confidence and competence. You will learn why cloud architectures take the forms that they do, and this will help you become a skilled high-level cloud architect. You will also learn how individual cloud services are configured and used, so that you are never intimidated at having to build it yourself. You will also learn the right way and the right situation in which to use the important GCP services. By the end of this book, you will be able to make the most out of Google Cloud Platform design.
Table of Contents (19 chapters)
13
Logging and Monitoring

Hadoop and Spark

Hadoop is a venerable technology now; the grand old man of distributed computing technologies. We won't spend too much time dwelling on Hadoop's internals, but a brief introduction is required for this chapter for it to make sense to folks who are not from a big-data background:

The MapReduce programming paradigm is what really matters to a user. It defines a map and reduces tasks using the MapReduce API, and submits them to that part of the Hadoop ecosystem:

When a job gets triggered on the corresponding cluster, this brings YARN into play. This involves prioritizing among different jobs and sharing resources such as compute capacity:

YARN is the acronym for Yet Another Resource Negotiator, and it plays the role of a scheduler and resource allocator on the Hadoop cluster. YARN will figure out where and how to run the job:

This process also involves...