Application Performance Optimization Summary. Contribute to sjtuhjh/appdocs development by creating an account on GitHub. The O'Reilly logo is a registered trademark of O'Reilly Media, Inc. Designing Data -Intensive Applications, the cover .. open-access PDF files. This Preview Edition of Designing Data-Intensive Applications, Chapters 1 and 2, is a work in progress. The final book is currently scheduled for release in July.
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Technology is a powerful force in our society. Data, software, and communication can be used for bad: to entrench unfair power structures, to undermine human. When looking for good references for improving my software architecture skills, I came to the book “Designing Data-Intensive Applications,”. Designing Data-Intensive Applications: The Big Ideas Behind Reliable, Scalable, and Read online, or download in DRM-free EPUB or DRM-free PDF format.
As software engineers, we need to build applications that are reliable, scalable and maintainable in the long run. We need to understand the range of available tools and their trade-offs.
For that, we have to dig deeper than buzzwords. This book will help you navigate the diverse and fast-changing landscape of technologies for storing and processing data.
How this book is different Compare several designs This book compares the fundamental ideas behind a broad variety of systems. But it does explain the trade-offs and fundamental limitations that systems face, so that you can make informed decisions.
Both theory and practice We discuss many good ideas from academic research, but we always tie them back to reality. We care about ideas that have been proven under intensive workloads , at big companies and at startups.
Deeper understanding We go under the hood of the systems you already use, teasing apart how they work internally. The aim is to help you think about data systems in new ways — not just how they work, but why they were designed that way.
Your own software will be better as a result.
What people are saying This book is awesome. It bridges the huge gap between distributed systems theory and practical engineering.
I wish it had existed a decade ago, so I could have read it then and saved myself all the mistakes along the way. But if you want to unde I consider this book a mini-encyclopedia of modern data engineering.
The Big Ideas Behind Reliable, Scalable, and Maintainable Systems
But if you want to understand the main principles, issues, as well as the challenges of data intensive and distributed system, you've come to the right place. Martin Kleppmann starts out by solidly giving the reader the conceptual framework in the first chapter: what does reliability mean?
How is it defined? What is the difference between "fault" and "failure"? How do you describe load on a data intensive system?
Designing Data-Intensive Applications
How do you talk about performance and scalability in a meaningful way? What does it mean to have a "maintainable" system? Second chapter gives a brief overview of different data models and shows the suitability of them to different use cases, using modern challenges that companies such as Twitter faced.
This chapter is a solid foundation for understanding the difference between the relational data model, document data model, graph data model, as well as the languages used for processing data stored using these models. The third chapter goes into a lot of detail regarding the building blocks of different types of database systems: the data structures and algorithms used for the different systems shown in the previous chapter are described; you get to know hash indexes, SSTables Sorted String Tables , Log-Structured Merge trees LSM-trees , B-trees, and other data structures.
Designing Data-Intensive Applications, a Free eBook from O’Reilly and Mesosphere
Following this chapter, you are introduced to Column Databases, and the underlying principles and structures behind them. Following the building blocks and foundations comes "Part II", and this is where things start to get really interesting because now the reader starts to learn about challenging topic of distributed systems: how to use the basic building blocks in a setting where anything can go wrong in the most unexpected ways.
Part II is the most complex of part the book: you learn about how to replicate your data, what happens when replication lags behind, how you provide a consistent picture to the end-user or the end-programmer, what algorithms are used for leader election in consensus systems, and how leaderless replication works. One of the primary purpose of using a distributed system is to have an advantage over a single, central system, and that advantage is to provide better service, meaning a more resilient service with an acceptable level of responsiveness.With this book, software engineers and architects will learn how to apply those ideas in practice, and how to make full use of data in modern applications.
The remaining two chapters of Part II, Chapter 8 and 9 is probably the most interesting part of the book.
Martin Kleppmann starts out by solidly giving the reader the conceptual framework in the first chapter: what does reliability mean?
ISBN paperback , ebook. How do you describe load on a data intensive system?
Where to download
He believes that profound technical ideas should be accessible to everyone, and that deeper understanding will help us develop better software. Software keeps changing, but the fundamental principles remain the same.
What is the difference between "fault" and "failure"?
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