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AWS Glue : A Comprehensive Guide for Beginners

سرفصل های دوره

Simplifying Data Discovery, Preparation and Loading with AWS Glue


1. Introduction
  • 1. Welcome Note
  • 2. AWS Glue - 101
  • 3. Course Overview

  • 2. Core Components
  • 1. Core Components Overview
  • 2. AWS Glue Data Catalog
  • 3. Data Catalog Database
  • 4. Data Catalog Tables
  • 5. Crawler
  • 6. AWS Glue Job

  • 3. Getting Started
  • 1. Getting Started Overview
  • 2. [Optional] Setting Up AWS Account
  • 3. Setting Up IAM User and Role
  • 4. Setting Up Source Data
  • 5. Creating ETL Job in AWS Glue
  • 6. Running and Validating ETL Job

  • 4. Data Discovery
  • 1. Data Catalog and Preparation Overview
  • 2. Crawler Supported Data Stores
  • 3. Glue Connection
  • 4. Demo AWS Glue Connection
  • 5. Crawler Built-In Classifiers
  • 6. Crawler Custom Classifiers.html
  • 7. Demo Creating Custom Classifiers
  • 8. Table Partitions Overview
  • 9. Demo Table Partitions
  • 10. Table Partitions Index Overview.html
  • 11. Demo Table Partition Index
  • 12. Column Statistics Overview
  • 13. Demo Column Statistics
  • 14. References.html

  • 5. Building ETL Jobs with Visual ETL
  • 1. Building ETL Jobs Overview
  • 2. Visual ETL Overview
  • 3. Visual ETL Features
  • 4. [Optional] Apache Spark 101
  • 5. Built In and Custom Transforms Quick Note.html
  • 6. Built-in Transforms
  • 7. Build-In Transforms - Notes.html
  • 8. Demo Custom Transform

  • 6. Building ETL Jobs with Script Editor
  • 1. AWS Glue Script Editor
  • 2. Apache Spark API Core Modules.html
  • 3. AWS Glue API Core Modules.html
  • 4. Demo Build ETL with Script Editor - Spark
  • 5. Script Editor Notes & References.html

  • 7. Build ETL Jobs with Python Shell
  • 1. Python Shell Job in AWS Glue
  • 2. Pandas - 101.html
  • 3. AWS SDK for PythonBoto3 - 101.html
  • 4. Demo Building ETL Job for Python Shell
  • 5. Python Shell Notes and References.html

  • 8. Build ETL Jobs with Interactive Sessions
  • 1. Interactive Sessions Section Overview
  • 2. [optional] Jupyter Notebooks - 101
  • 3. Interactive Sessions Overview
  • 4. Demo Building ETL Jobs with Notebook
  • 5. Demo Building Jobs with Jupyter Notebook
  • 6. Magic Commands
  • 7. Interactive Sessions Notes & References.html

  • 9. AWS Glue Streaming
  • 1. AWS Glue Streaming Overview
  • 2. Demo AWS Glue Streaming - Part 1
  • 3. Demo AWS Glue Streaming - Part 2
  • 4. AWS Glue Streaming Additional Notes.html

  • 10. Building ETL Jobs using Ray
  • 1. What is Ray An Overview
  • 2. Enabling Ray with AWS Glue
  • 3. Demo Sample Ray Job using Script Editor
  • 4. Demo Sample Ray Job using Glue Studio Notebooks
  • 5. ETL Jobs with Ray Notes and References.html

  • 11. Job Configuration
  • 1. Configuration Overview
  • 2. Glue Versions
  • 3. Configuring Properties for Spark Jobs
  • 4. Configuring Properties for Python Shell Jobs
  • 5. Configuring Properties for Ray Jobs
  • 6. AWS CLI - Notes.html
  • 7. [Optional] AWS CLI - 101
  • 8. AWS CLI and AWS Glue
  • 9. Job Parameters
  • 10. Reference Job Configuration.html

  • 12. Monitoring & Logging
  • 1. Job Monitoring
  • 2. Standard Metrics - AWS Glue Spark Jobs
  • 3. Observability Metrics - AWS Glue Spark Jobs
  • 4. Spark UI - AWS Glue Spark Jobs
  • 5. Logging - AWS Glue Spark Jobs
  • 6. Job Run Insights AWS Glue Spark Jobs
  • 7. Monitoring & Logging Additional Notes & References.html

  • 13. Tools
  • 1. Tools Overview
  • 2. AWS CLI and AWS Glue.html
  • 3. [Optional] AWS CloudFormation - 101
  • 4. AWS CloudFormation and AWS Glue
  • 5. AWS SDK and AWS Glue
  • 6. Tools Additional Notes & References.html

  • 14. Conclusion
  • 1. Pricing
  • 2. Conclusion
  • 3. Conclusion References.html

  • 15. Appendix
  • 1. Built-In Transforms Part 2
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