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AWS Observability Handbook
AWS Observability Handbook

AWS Observability Handbook: Monitor, trace, and alert your cloud applications with AWS' myriad observability tools

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Profile Icon Phani Kumar Lingamallu Profile Icon Fabio Oliveira
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€37.99
Full star icon Full star icon Full star icon Full star icon Half star icon 4.7 (7 Ratings)
Paperback Apr 2023 504 pages 1st Edition
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€26.98 €29.99
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Arrow left icon
Profile Icon Phani Kumar Lingamallu Profile Icon Fabio Oliveira
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€37.99
Full star icon Full star icon Full star icon Full star icon Half star icon 4.7 (7 Ratings)
Paperback Apr 2023 504 pages 1st Edition
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€26.98 €29.99
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AWS Observability Handbook

Observability 101

Observability is the hot new tech buzzword. Observability is confused with many other practices, such as monitoring, tracing, logging, telemetry, and instrumentation. But observability is a superset of all these, and all are required to achieve observability. It includes measuring your infrastructure, application, and user experience to understand how they are doing and then acting on the findings with predictive or reactive solutions.

One of the benefits of working with older technologies was the limited set of defined failure modes. Yes, things broke, but you would know what went wrong at any given time, or you could find out quickly because many older systems repeatedly failed in the same ways. As systems became more complex, the possible failures became more abundant. To address the possible failures of these complex systems, monitoring tools were created. We kept track of our application performance with monitoring, data collection, and time-series analytics. This process was manageable for a while but quickly got out of hand.

Modern systems are extraordinarily complex, with everything depending on open source libraries and turning into cloud-native microservices running on Kubernetes clusters. Further, we develop them faster than ever, and the possible failure modes multiply as we implement and deploy these distributed systems more quickly.

When something fails, it’s no longer obvious what caused it. Nothing is perfect; every software system will fail at some point, and the best thing we can do as developers is to make sure that when our software fails, it’s as easy as possible for us to fix it. Standard monitoring, which is always reactive, cannot fix this problem, and it can only track known unknowns. The new unknowns mean that we have to do more work to figure out what’s going on. Observability goes beyond mere monitoring (even of very complicated infrastructures) and is instead about building visibility into every layer of your business. Increased visibility gives everyone invested in the business more significant insight into issues and user experience, and creates more time for more strategic initiatives, instead of firefighting issues.

In this chapter, we are going to cover the following topics:

  • What is observability?
  • The need for observability in a distributed application environment
  • Building blocks of observability
  • Benefits of observability

Technical requirements

For this chapter, you must have a basic understanding of application deployment and operations.

Some basic coding skills are also required. We will use some code samples to illustrate concepts, but we will keep it simple and focus less on the code and more on the ideas explained.

Finally, we will use the Python language for all the code samples if not explicitly stated otherwise.

What is observability?

If you are reading this book, the odds are you have already read about or heard the term observability elsewhere, and have decided to apply it to your AWS workloads. You are in the right place. But even being a book for the practitioner, we can’t start this book without defining some terms. They will become our guide for the rest of this book, helping us drive our discussions. Let’s start with the main one: observability.

The engineer Rudolf E. Kálmán coined the term observability (abbreviated as o11y) in 1960.

In his 1960 paper, Kálmán describes what he calls observability in the field of control theory: the measure of how well someone can infer a system’s internal states from knowledge of its external signals/outputs.

Observability is another borrowed term, in the same way as software architecture, software engineering, and design patterns. We borrow a complex, mathematical term from an older, more mature field and make it ours in our younger computing field. And to do that, we need to make it softer to make it usable.

So, in this book, we will say an application has observability if the following is true:

  • You can read any variable that affects the application state
  • You can understand how the application reached that state
  • You can execute both the aforementioned points without deploying any new code

So, your application is observable if you can answer questions that you knew you should ask, but you can also answer questions that you didn’t know you needed to ask.

So far, we have defined what observability is. But if you are like me, the first time I saw a description of observability like the one provided here, it didn’t help me understand it or even what made it different from our old friend: monitoring. But I like examples, so let me try to do a better job to help you. In the next section, we will see a small application example, we will apply monitoring practices to keep our application up and running, and we will fail. Let’s discuss why we failed and how observability principles can improve the situation in our sample scenario.

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Key benefits

  • Gain a thorough understanding of observability principles along with different AWS service offerings and best practices
  • Ensure customer satisfaction by monitoring user experience and fixing bottlenecks quickly
  • Learn from experts to get the best possible insights into AWS’ observability solutions

Description

As modern application architecture grows increasingly complex, identifying potential points of failure and measuring end user satisfaction, in addition to monitoring application availability, is key. This book helps you explore AWS observability tools that provide end-to-end visibility, enabling quick identification of performance bottlenecks in distributed applications. You’ll gain a holistic view of monitoring and observability on AWS, starting from observability basics using Amazon CloudWatch and AWS X-Ray to advanced ML-powered tools such as AWS DevOps Guru. As you progress, you'll learn about AWS-managed open source services such as AWS Distro for OpenTelemetry (ADOT) and AWS managed Prometheus, Grafana, and the ELK Stack. You’ll implement observability in EC2 instances, containers, Kubernetes, and serverless apps and grasp UX monitoring. With a fair mix of concepts and examples, this book helps you gain hands-on experience in implementing end-to-end AWS observability in your applications and navigating and troubleshooting performance issues with the help of use cases. You'll also learn best practices and guidelines, such as how observability relates to the Well-Architected Framework. By the end of this AWS book, you’ll be able to implement observability and monitoring in your apps using AWS’ native and managed open source tools in real-world scenarios.

Who is this book for?

This book is for SREs, DevOps and cloud engineers, and developers who are looking to achieve their observability targets using AWS native services and open source managed services on AWS. It will assist solution architects in achieving operational excellence by implementing cloud observability solutions for their workloads. Basic understanding of AWS cloud fundamentals and different AWS cloud services used to run applications such as EC2, container solutions such as ECS, and EKS will be helpful when using this book.

What you will learn

  • Capture metrics from an EC2 instance and visualize them on a dashboard
  • Conduct distributed tracing using AWS X-Ray
  • Derive operational metrics and set up alerting using CloudWatch
  • Achieve observability of containerized applications in ECS and EKS
  • Explore the practical implementation of observability for AWS Lambda
  • Observe your applications using Amazon managed Prometheus, Grafana, and OpenSearch services
  • Gain insights into operational data using ML services on AWS
  • Understand the role of observability in the cloud adoption framework
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Publication date : Apr 28, 2023
Length: 504 pages
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Language : English
ISBN-13 : 9781804616710
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ISBN-13 : 9781804616710
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Table of Contents

21 Chapters
Part 1: Getting Started with Observability on AWS Chevron down icon Chevron up icon
Chapter 1: Observability 101 Chevron down icon Chevron up icon
Chapter 2: Overview of the Observability Landscape on AWS Chevron down icon Chevron up icon
Chapter 3: Gathering Operational Data and Alerting Using Amazon CloudWatch Chevron down icon Chevron up icon
Chapter 4: Implementing Distributed Tracing Using AWS X-Ray Chevron down icon Chevron up icon
Part 2: Automated and Machine Learning-Powered Observability on AWS Chevron down icon Chevron up icon
Chapter 5: Insights into Operational Data with CloudWatch Chevron down icon Chevron up icon
Chapter 6: Observability for Containerized Applications on AWS Chevron down icon Chevron up icon
Chapter 7: Observability for Serverless Applications on AWS Chevron down icon Chevron up icon
Chapter 8: End User Experience Monitoring on AWS Chevron down icon Chevron up icon
Part 3: Open Source Managed Services on AWS Chevron down icon Chevron up icon
Chapter 9: Collecting Metrics and Traces Using OpenTelemetry Chevron down icon Chevron up icon
Chapter 10: Deploying and Configuring an Amazon Managed Service for Prometheus Chevron down icon Chevron up icon
Chapter 11: Deploying the Elasticsearch, Logstash, and Kibana Stack Using Amazon OpenSearch Service Chevron down icon Chevron up icon
Part 4: Scaled Observability and Beyond Chevron down icon Chevron up icon
Chapter 12: Augmenting the Human Operator with Amazon DevOps Guru Chevron down icon Chevron up icon
Chapter 13: Observability Best Practices at Scale Chevron down icon Chevron up icon
Chapter 14: Be Well-Architected for Operational Excellence Chevron down icon Chevron up icon
Chapter 15: The Role of Observability in the Cloud Adoption Framework Chevron down icon Chevron up icon
Index Chevron down icon Chevron up icon
Other Books You May Enjoy Chevron down icon Chevron up icon

Customer reviews

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Full star icon Full star icon Full star icon Full star icon Half star icon 4.7
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Imaya Kumar Jun 01, 2023
Full star icon Full star icon Full star icon Full star icon Full star icon 5
The book is quite detailed, and covers plenty of important topics for anyone interested in learning or already practicing Observability should know about. Like that fact that it comprehensively covers a variety of AWS Observability services and also goes into the details of the best practices in implementing those. Great work, Fabio and Phani.
Amazon Verified review Amazon
Mani Jun 10, 2023
Full star icon Full star icon Full star icon Full star icon Full star icon 5
Thank you, Phani & Fabio, for writing an excellent book that is well-articulated with multiple use cases to help current/future clients adopt the cloud as part of their IT strategy. I worked with Phani on one of the very complex projects during 2015-16 for one of the clients. I'm very familiar with his technical expertise and have been expecting a book from him for a long time and am Glad to see AWS Observability... Thank you, buddy!
Amazon Verified review Amazon
Ramakanth Putty Sep 12, 2023
Full star icon Full star icon Full star icon Full star icon Full star icon 5
I'm pleased to share my thoughts on this practical guide to Amazon Web Services.Author Phani kumar strikes a commendable balance between theory and practice throughout the book. The explanations are clear and concise, ensuring that readers grasp the core concepts without getting lost .This makes the book accessible to both beginners and experienced AWS users.The real strength of this handbook lies in its practical approach. The author provides numerous real-world examples and case studies, demonstrating how to apply AWS services effectively. These examples are invaluable for those looking to implement AWS solutions in their organizations.The overall content and practicality of this handbook make it a solid choice for those looking to navigate the AWS ecosystem effectively.
Amazon Verified review Amazon
G jagadeesh Sep 13, 2023
Full star icon Full star icon Full star icon Full star icon Full star icon 5
Have gone through many tutorials on AWS but this book made it simple to understand. Step by step approach in implementing monitoring and alerting concepts made the book user friendly. Author articulated the book very well.
Amazon Verified review Amazon
praveen Sep 12, 2023
Full star icon Full star icon Full star icon Full star icon Full star icon 5
It's a comprehensive book on who would like to start their journey with the AWS Cloud Observability and approach to observability in the AWS.
Amazon Verified review Amazon
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