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Produktbild: Data Analytics in the AWS Cloud

Data Analytics in the AWS Cloud Building a Data Platform for Bi and Predictive Analytics on AWS

53,99 €

inkl. gesetzl. MwSt., Versandkostenfrei

Beschreibung

Produktdetails

Einband

Taschenbuch

Erscheinungsdatum

02.05.2023

Verlag

John Wiley & Sons

Seitenzahl

416

Maße (L/B/H)

23,6/19/2,2 cm

Gewicht

680 g

Auflage

1. Auflage

Sprache

Englisch

ISBN

978-1-119-90924-8

Beschreibung

Produktdetails

Einband

Taschenbuch

Erscheinungsdatum

02.05.2023

Verlag

John Wiley & Sons

Seitenzahl

416

Maße (L/B/H)

23,6/19/2,2 cm

Gewicht

680 g

Auflage

1. Auflage

Sprache

Englisch

ISBN

978-1-119-90924-8

Herstelleradresse

Libri GmbH
Europaallee 1
36244 Bad Hersfeld
DE

Email: gpsr@libri.de

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  • Produktbild: Data Analytics in the AWS Cloud

  • Introduction xxiii

    Chapter 1 AWS Data Lakes and Analytics Technology Overview 1

    Why AWS? 1

    What Does a Data Lake Look Like in AWS? 2

    Analytics on AWS 3

    Skills Required to Build and Maintain an AWS Analytics Pipeline 3

    Chapter 2 The Path to Analytics: Setting Up a Data and Analytics Team 5

    The Data Vision 6

    Support 6

    DA Team Roles 7

    Early Stage Roles 7

    Team Lead 8

    Data Architect 8

    Data Engineer 8

    Data Analyst 9

    Maturity Stage Roles 9

    Data Scientist 9

    Cloud Engineer 10

    Business Intelligence (BI) Developer 10

    Machine Learning Engineer 10

    Business Analyst 11

    Niche Roles 11

    Analytics Flow at a Process Level 12

    Workflow Methodology 12

    The DA Team Mantra: "Automate Everything" 14

    Analytics Models in the Wild: Centralized, Distributed, Center of Excellence 15

    Centralized 15

    Distributed 16

    Center of Excellence 16

    Summary 17

    Chapter 3 Working on AWS 19

    Accessing AWS 20

    Everything Is a Resource 21

    S3: An Important Exception 21

    IAM: Policies, Roles, and Users 22

    Policies 22

    Identity- Based Policies 24

    Resource- Based Policies 25

    Roles 25

    Users and User Groups 25

    Summarizing IAM 26

    Working with the Web Console 26

    The AWS Command- Line Interface 29

    Installing AWS cli 29

    Linux Installation 30

    macOS Installation 30

    Windows 31

    Configuring AWS cli 31

    A Note on Region 33

    Setting Individual Parameters 33

    Using Profiles and Configuration Files 33

    Final Notes on Configuration 36

    Using the AWS cli 36

    Using Skeletons and File Inputs 39

    Cleaning Up! 43

    Infrastructure- as- Code: CloudFormation and Terraform 44

    CloudFormation 44

    CloudFormation Stacks 46

    CloudFormation Template Anatomy 47

    CloudFormation Changesets 52

    Getting Stack Information 55

    Cleaning Up Again 57

    CloudFormation Conclusions 58

    Terraform 58

    Coding Style 58

    Modularity 59

    Limitations 59

    Terraform vs. CloudFormation 60

    Infrastructure- as- Code: CDK, Pulumi, Cloudcraft, and Other Solutions 60

    AWS CDK 60

    Pulumi 62

    Cloudcraft 62

    Infrastructure Management Conclusions 63

    Chapter 4 Serverless Computing and Data Engineering 65

    Serverless vs. Fully Managed 65

    AWS Serverless Technologies 66

    AWS Lambda 67

    Pricing Model 67

    Laser Focus on Code 68

    The Lambda Paradigm Shift 69

    Virtually Infinite Scalability 70

    Geographical Distribution 70

    A Lambda Hello World 71

    Lambda Configuration 74

    Runtime 74

    Container- Based Lambdas 75

    Architectures 75

    Memory 75

    Networking 76

    Execution Role 76

    Environment Variables 76

    AWS EventBridge 77

    AWS Fargate 77

    AWS DynamoDB 77

    AWS SNS 77

    Amazon SQS 78

    AWS CloudWatch 78

    Amazon QuickSight 78

    AWS Step Functions 78

    Amazon API Gateway 79

    Amazon Cognito 79

    AWS Serverless Application Model (SAM) 79

    Ephemeral Infrastructure 80

    AWS SAM Installation 80

    Configuration 80

    Creating Your First AWS SAM Project 81

    Application Structure 83

    SAM Resource Types 85

    SAM Lambda Template 86

    !! Recursive Lambda Invocation !! 88

    Function Metadata 88

    Outputs 89

    Implicitly Generated Resources 89

    Other Template Sections 90

    Lambda Code 90

    Building Your First SAM Application 93

    Testing the AWS SAM Application Locally 96

    Deployment 99

    Cleaning Up 104

    Summary 104

    Chapter 5 Data Ingestion 105

    AWS Data Lake Architecture 106

    Serverless