Batch ETL Pipeline to Transform CSV to Parquet Using AWS Glue

Batch ETL Pipeline to Transform CSV to Parquet Using AWS Glue
Batch ETL Pipeline to Transform CSV to Parquet Using AWS Glue

CLOUD LABS



Batch ETL Pipeline to Transform CSV to Parquet Using AWS Glue

In this Cloud Lab, you’ll learn to convert CSV data to Parquet format using AWS Glue, apply partitioning for optimization, and compare query performance in Amazon Athena using raw vs. transformed datasets.

8 Tasks

beginner

1hr 30m

Certificate of Completion

Desktop OnlyDevice is not compatible.
No Setup Required
Amazon Web Services

Learning Objectives

An understanding of batch ETL pipeline using AWS Glue and Amazon S3
Hands-on experience creating and running Glue crawlers and Glue jobs
The ability to transform CSV data into Parquet and apply partitioning
Working knowledge of scheduling Glue jobs

Technologies
Glue
S3 logoS3
Athena
Cloud Lab Overview

Modern data platforms often require efficient pipelines to transform large volumes of raw data into optimized formats for analytics and reporting. AWS Glue is a serverless data integration service that simplifies building and managing ETL (extract, transform, load) workflows, especially when used with Amazon S3 as a central data lake.

In this Cloud Lab, you’ll learn to implement a batch ETL pipeline. You’ll start by exploring raw CSV data stored in Amazon S3. Then, you’ll use a Glue crawler to catalog this data and define its schema. You’ll create a Glue job that transforms the CSV data into Parquet format and partitions it based on a selected column for better organization and performance. You’ll also configure a scheduled trigger to run the ETL job daily without manual intervention.

By the end of this lab, you’ll be equipped to design and automate batch ETL pipelines using AWS Glue. These skills are essential for data engineers and developers working with large-scale data processing and building serverless data lake architectures. The architecture diagram shows the infrastructure you’ll build in this Cloud Lab:

ETL pipeline to transform CSV data to Parquet with AWS Glue
ETL pipeline to transform CSV data to Parquet with AWS Glue
Cloud Lab Tasks
1.Introduction
Getting Started
2.Configure S3 Buckets
Create Buckets and Add Raw Data
3.AWS Glue
Set Up a Crawler
Create an ETL Job
Compare Athena Query Performance for CSV vs. Partitioned Parquet
Schedule Daily Glue Job Run
4.Conclusion
Clean Up
Wrap Up
Labs Rules Apply
Stay within resource usage requirements.
Do not engage in cryptocurrency mining.
Do not engage in or encourage activity that is illegal.

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