All Products

Best Sellers

New Releases

Books

Videos

Audiobooks

Free Learning

Scalable Data Streaming with Amazon Kinesis

You're reading from Scalable Data Streaming with Amazon Kinesis

Product type Book

Published in Mar 2021

Publisher Packt

ISBN-13 9781800565401

Pages 314 pages

Edition 1st Edition

Languages

Concepts

Authors (4):

Tarik Makota

Brian Maguire

Danny Gagne

Rajeev Chakrabarti

View More author details

Table of Contents (13) Chapters

Preface

1. Section 1: Introduction to Data Streaming and Amazon Kinesis

2. Chapter 1: What Are Data Streams?

3. Chapter 2: Messaging and Data Streaming in AWS

4. Chapter 3: The SmartCity Bike-Sharing Service

5. Section 2: Deep Dive into Kinesis

6. Chapter 4: Kinesis Data Streams

7. Chapter 5: Kinesis Firehose

8. Chapter 6: Kinesis Data Analytics

9. Chapter 7: Amazon Kinesis Video Streams

10. Section 3: Integrations

11. Chapter 8: Kinesis Integrations

12. Other Books You May Enjoy

Using data transformation in KDF with a Lambda function

KDF provides the ability to transform ingested records inline through integration with the AWS Lambda service, which allows KDF to invoke a Lambda function (called a Lambda transform) to do custom processing as long as the code adheres to a data transformation and status model. By default, data transformation is disabled and needs to be enabled in the delivery stream configuration. The following diagram illustrates how data transformation works in KDF:

Figure 5.3 – Data transformation with Lambda invocations

Once enabled, the incoming records are buffered up to 3 megabytes (MB) by default. The buffering size can be adjusted using the ProcessingConfiguration API using the BufferSizeInMBs processor parameter (the AWS Console only supports the BufferSizeInMBs and BufferIntervalInSeconds parameters) available as textboxes and lets you choose from a drop-down list of Lambda functions available in the...

The rest of the chapter is locked

Register for a free Packt account to unlock a world of extra content!

A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.

Unlock this book and the full library FREE for 7 days

Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of

Start free trial

Renews at $15.99/month. Cancel anytime}

Authors (4)

Tarik Makota

Tarik Makota hails from a small town in Bosnia. He is a Principal Solutions Architect with Amazon WebServices, builder, writer, and the self-proclaimed best fly fisherman at AWS. Never a perfect student, he managed to earn a Master of Science in Software Development and Management from RIT. When he is not “doing the cloud” or writing, Tarik spends most of his time flying fishing to pursue slippery trout. He feeds his addiction by spending summers in Montana. Tarik lives in New Jersey with his family, Mersiha, Hana, and two exceptionally perfect dogs.

Read more

See other products by Tarik Makota

Brian Maguire

Brian Maguire is a Solution Architect at Amazon Web Services, where he is focused on helping customers build solutions in the cloud. He is a technologist, writer, teacher, and student who loves learning. Brian lives in New Hope, Pennsylvania, with his family Lorna, Ciara, Chris, and several cats.

See other products by Brian Maguire

Danny Gagne

Danny Gagne is a Solutions Architect at Amazon Web Services. He has extensive experience in the design and implementation of large-scale high-performance analysis systems. He lives in New York City.

See other products by Danny Gagne

Rajeev Chakrabarti

Rajeev Chakrabarti is a Principal Developer Advocate with the Amazon Kinesis and the Amazon MSK team. He has worked for many years in the Big Data and Data Streaming space. Before joining the Amazon Kinesis team, he was a streaming Specialist Solution Architect helping customers build streaming pipelines. He lives in New Jersey with his family, Shaifalee and Anushka.

See other products by Rajeev Chakrabarti

Other recommended products

Related to this chapter

Serverless Architectures with AWS

Serverless Architectures with AWS

Serverless Architectures with AWS teaches you how to build serverless applications on AWS—applications that do not require the developer to provision, scale, or manage any servers. Using an event-driven approach and AWS Lambda as the primary service, the book explains the many benefits of serverless architectures. By the end of the book, you will be ready to create and run your first serverless application that takes advantage of the high availability, security, performance, and scalability of AWS. With this new architecture, you will be able to focus on your product instead of worrying about managing and operating servers to run it.

Dec 2018 7 hours 32 minutes

Amazon Redshift Cookbook

Amazon Redshift Cookbook

The Amazon Redshift Cookbook helps you get to grips with architecting Redshift and performing database administration tasks. You'll learn techniques for building pipelines, loading data optimally, and deriving insights from this data, along with understanding how to optimize performance and costs associated with data warehouses, and build ingestion patterns with Amazon Redshift.

Jul 2021 12 hours 48 minutes

Building Serverless Microservices in Python

Building Serverless Microservices in Python

Here we show how an end-to-end serverless application can be built at scale in a production environment with a few lines of Python configuration. We show you how to set up, configure and create different parts of the stack, including using the AWS Management Console and AWS Serverless Application Model (SAM). We also provide Python code, which can be tweaked for your organization's requirements.

Mar 2019 5 hours 36 minutes

Serverless Programming Cookbook

Serverless Programming Cookbook

The serverless architecture allows you to build and run applications and services without having to manage the infrastructure which saves cost and improves scalability. In this book, you will learn to harness serverless technology to reduce production time, minimize cost and have the freedom to customize your code, without hindering functionality.

Jan 2019 16 hours 20 minutes

AWS for System Administrators

AWS for System Administrators

AWS for System Administrators covers a variety of tools, techniques, tips, and tricks for building highly available and fault-tolerant infrastructure. You’ll get to grips with AWS fundamentals and concepts with the help of step-by-step explanations and practical code examples.

Feb 2021 12 hours 56 minutes

AWS Certified Developer - Associate Guide

AWS Certified Developer - Associate Guide

With rapid adaptation of the cloud platform, the need for cloud certification has also increased. This is your one stop solution and will help you transform yourself from zero to certified. This guide will help you gain technical expertise in the AWS platform and help you start working with various AWS Services.

Jun 2019 27 hours 4 minutes

Infrastructure Monitoring with Amazon CloudWatch

Infrastructure Monitoring with Amazon CloudWatch

Infrastructure Monitoring with Amazon CloudWatch makes it easy for anyone who is new to the cloud to understand the basic principles of monitoring. The book shows you how CloudWatch can and should be your go-to tool for monitoring and observability in AWS services such as EC2, ECS, EKS, ECR, and Kinesis.

Apr 2021 10 hours 28 minutes

Hands-On Serverless Computing

Hands-On Serverless Computing

Serverless applications and architectures are gaining momentum and are increasingly being used by companies of all sizes to solve the problems of developers. This book teaches you how to quickly and securely develop applications without the hassle of configuring and maintaining infrastructure on three public cloud platforms.

Jul 2018 11 hours 40 minutes

Amazon Web Services Bootcamp

Amazon Web Services Bootcamp

AWS Bootcamp is designed to teach you how to build and manage AWS resources using different ways. This highly practical guide leverages the reliability, versatility, and flexible design of the AWS Cloud. It enables you to perform tasks such as hosting multi-tier websites, running large-scale applications, data storage and archival, and a lot more with ease.

Mar 2018 11 hours 16 minutes

AWS: Security Best Practices on AWS

AWS: Security Best Practices on AWS

With organizations moving their workloads, applications, and infrastructure to the cloud at an unprecedented pace, security of all these resources has been a paradigm shift for all those who are responsible for security; experts, novices, and apprentices alike.

Mar 2018 3 hours 56 minutes

AWS Administration - The Definitive Guide

AWS Administration - The Definitive Guide

AWS is at the forefront of Cloud Computing today, providing a plethora of ready to use services that help organizations quickly build, scale and deploy massive workloads on the Cloud. This book is specially designed for users who wish to explore and get started with some of the most commonly used AWS services in a quick and efficient way.

Mar 2018 11 hours 56 minutes

Expert AWS Development

Expert AWS Development

Continuous deployment and Agile methodology have enabled huge advances in modern applications. This book will enable the reader to make use of this rapidly evolving technology to build highly scalable applications within AWS using different architectures.

Mar 2018 13 hours 36 minutes

Personalised recommendations for you

Based on your interests and search pattern

Ever wonder why speech recognition systems don't understand the Scottish accent, or what would happen if an astronaut only ate mac 'n' cheese, or other spurious reflections you'd have at a bar? We did, then collated those deliberations into absurd research articles with fake figures and methodologies inspired by even more fictionally absurd studies.

Aug 2023 7 hours 40 minutes

Generative AI with LangChain

Generative AI with LangChain

This book is a comprehensive introduction to LLMs and LangChain, demystifying the basic mechanics of LangChain, its functionalities, and the myriad of applications it can be integrated into.

Dec 2023 12 hours 0 minutes

Generative AI with LangChain

Generative AI with LangChain

This book is a comprehensive introduction to LLMs and LangChain, demystifying the basic mechanics of LangChain, its functionalities, and the myriad of applications it can be integrated into.

Dec 2023 12 hours 0 minutes

Generative AI with LangChain

Generative AI with LangChain

This book is a comprehensive introduction to LLMs and LangChain, demystifying the basic mechanics of LangChain, its functionalities, and the myriad of applications it can be integrated into.

Dec 2023 12 hours 0 minutes

Generative AI with LangChain

Generative AI with LangChain

This book is a comprehensive introduction to LLMs and LangChain, demystifying the basic mechanics of LangChain, its functionalities, and the myriad of applications it can be integrated into.

Dec 2023 12 hours 0 minutes

Mastering Tableau 2023

Mastering Tableau 2023

This book is a comprehensive resource to mastering your Tableau skills and becoming a BI expert. As you progress, you will learn how to build advanced dashboards and improve your storytelling to derive key business insight, as well as make you well-versed with advanced functionalities of Tableau in the business intelligence domain.

Aug 2023 22 hours 48 minutes

Building AI Applications with ChatGPT APIs

Building AI Applications with ChatGPT APIs

This guide covers all ChatGPT API features for effortless creation of robust AI powered apps. With its help, you’ll be able to leverage ChatGPT’s cutting-edge NLP models to take your app development skills to the next level. You’ll also work on ten exciting projects that will give you the practical know-how that you can apply to your existing applications.

Sep 2023 8 hours 36 minutes

Building AI Applications with ChatGPT APIs

Building AI Applications with ChatGPT APIs

This guide covers all ChatGPT API features for effortless creation of robust AI powered apps. With its help, you’ll be able to leverage ChatGPT’s cutting-edge NLP models to take your app development skills to the next level. You’ll also work on ten exciting projects that will give you the practical know-how that you can apply to your existing applications.

Sep 2023 8 hours 36 minutes

Data Engineering with AWS

Data Engineering with AWS

Embark on a journey to master data engineering pipelines on AWS! Our book offers a hands-on experience of AWS services for ingesting, transforming, and consuming data. Whether you're an absolute beginner or someone with basic data engineering experience, this guide is an indispensable resource.

Oct 2023 21 hours 12 minutes

Modern Data Architecture on AWS

Modern Data Architecture on AWS

Every organization wants an agile, performant, and cost-effective data platform that meets all their current and future business needs. Purpose-built AWS analytics services and their features play a big part in building such a modern data platform. This book brings to you all the design and architectural patterns that’ll help you achieve this goal.

Aug 2023 14 hours 0 minutes

Practical Guide to Applied Conformal Prediction in Python

Practical Guide to Applied Conformal Prediction in Python

Discover the power of Conformal Prediction with the "Practical Guide to Applied Conformal Prediction in Python." Master the latest techniques to quantify uncertainty in machine learning and computer vision models, and seamlessly apply them to your industry applications.

Dec 2023 8 hours 0 minutes

TinyML Cookbook

TinyML Cookbook

With over 70 project-based recipes, the TinyML Cookbook is a practical guide that will help you to get the most out of your microcontrollers. It provides a comprehensive understanding of the theoretical foundations while giving you hands-on experience training ML models for deployment on Arduino Nano 33 BLE Sense, Raspberry Pi Pico, and SparkFun RedBoard Artemis Nano microcontrollers.

Nov 2023 22 hours 8 minutes