AWS Guides & Tutorials

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AWS for data engineers — S3, EC2, Lambda, Glue, Redshift, Athena, EMR and the certification roadmap that gets you hired.

AWS articles

AWS Roadmap 2026 for Data Engineers — AWS Roadmap 2026 for Data Engineers — A step-by-step roadmap with skills, tools and a realistic timeline.
Amazon S3 Explained: Storage, Classes and Best Practices — Amazon S3 Explained: Storage, Classes and Best Practices — A practical, example-led guide you can apply right away.
Amazon EC2 Explained: Instances, Types and Pricing — Amazon EC2 Explained: Instances, Types and Pricing — A practical, example-led guide you can apply right away.
AWS Lambda Explained: Serverless for Beginners — AWS Lambda Explained: Serverless for Beginners — A practical, example-led guide you can apply right away.
AWS Glue Tutorial: Serverless ETL on AWS — AWS Glue Tutorial: Serverless ETL on AWS — A practical, example-led guide you can apply right away.
Amazon Redshift Explained: The Cloud Data Warehouse — Amazon Redshift Explained: The Cloud Data Warehouse — A practical, example-led guide you can apply right away.
Amazon Athena: Querying S3 with SQL — Amazon Athena: Querying S3 with SQL — A practical, example-led guide you can apply right away.
Amazon EMR Explained: Big Data on AWS — Amazon EMR Explained: Big Data on AWS — A practical, example-led guide you can apply right away.
AWS Data Engineer Guide: Skills and Services — AWS Data Engineer Guide: Skills and Services — A practical, example-led guide you can apply right away.
AWS Certified Data Engineer Associate: Exam Guide — AWS Certified Data Engineer Associate: Exam Guide — Exam structure, syllabus, prep plan and resources that work.
S3 vs EBS vs EFS: AWS Storage Compared — S3 vs EBS vs EFS: AWS Storage Compared — A clear, practical comparison to help you decide.
AWS Glue vs EMR vs Lambda for ETL — AWS Glue vs EMR vs Lambda for ETL — A clear, practical comparison to help you decide.
Building a Data Lake on AWS with S3 and Glue — Building a Data Lake on AWS with S3 and Glue — A practical, example-led guide you can apply right away.
Amazon Kinesis Explained: Real-Time Streaming — Amazon Kinesis Explained: Real-Time Streaming — A practical, example-led guide you can apply right away.
AWS IAM Explained: Users, Roles and Policies — AWS IAM Explained: Users, Roles and Policies — A practical, example-led guide you can apply right away.
Redshift vs Snowflake vs BigQuery: A Comparison — Redshift vs Snowflake vs BigQuery: A Comparison — A clear, practical comparison to help you decide.
AWS Step Functions: Orchestrating Serverless Workflows — AWS Step Functions: Orchestrating Serverless Workflows — A practical, example-led guide you can apply right away.
Partitioning Data in S3 for Athena Performance — Partitioning Data in S3 for Athena Performance — A practical, example-led guide you can apply right away.
AWS Glue Data Catalog and Crawlers Explained — AWS Glue Data Catalog and Crawlers Explained — A practical, example-led guide you can apply right away.
Loading Data into Redshift: COPY and Best Practices — Loading Data into Redshift: COPY and Best Practices — A practical, example-led guide you can apply right away.
AWS Cloud Practitioner Certification: How to Start — AWS Cloud Practitioner Certification: How to Start — Exam structure, syllabus, prep plan and resources that work.
Amazon DynamoDB Explained for Beginners — Amazon DynamoDB Explained for Beginners — A practical, example-led guide you can apply right away.
Building an ETL Pipeline on AWS Step by Step — Building an ETL Pipeline on AWS Step by Step — A practical, example-led guide you can apply right away.
AWS Lake Formation: Governance for Data Lakes — AWS Lake Formation: Governance for Data Lakes — A practical, example-led guide you can apply right away.
Redshift Spectrum: Querying S3 from Redshift — Redshift Spectrum: Querying S3 from Redshift — A practical, example-led guide you can apply right away.
AWS Cost Optimization for Data Workloads — AWS Cost Optimization for Data Workloads — A practical, example-led guide you can apply right away.
Streaming Data with Kinesis to S3 and Redshift — Streaming Data with Kinesis to S3 and Redshift — A practical, example-led guide you can apply right away.
AWS Glue Jobs: PySpark on Serverless Spark — AWS Glue Jobs: PySpark on Serverless Spark — A practical, example-led guide you can apply right away.
VPC Basics for Data Engineers on AWS — VPC Basics for Data Engineers on AWS — A practical, example-led guide you can apply right away.
Athena vs Redshift: When to Use Each — Athena vs Redshift: When to Use Each — A clear, practical comparison to help you decide.
AWS Solutions Architect Associate: A Study Guide — AWS Solutions Architect Associate: A Study Guide — A practical, example-led guide you can apply right away.
Event-Driven Pipelines with Lambda and S3 — Event-Driven Pipelines with Lambda and S3 — A practical, example-led guide you can apply right away.
AWS Glue Studio: Visual ETL for Beginners — AWS Glue Studio: Visual ETL for Beginners — A practical, example-led guide you can apply right away.
Securing Data on AWS: Encryption and KMS — Securing Data on AWS: Encryption and KMS — A practical, example-led guide you can apply right away.
AWS Data Engineer Salary in India 2026 — AWS Data Engineer Salary in India 2026 — Up-to-date salary ranges, the factors that move pay, and how to earn more.
Building a Serverless Analytics Stack on AWS — Building a Serverless Analytics Stack on AWS — A practical, example-led guide you can apply right away.
Amazon MSK: Managed Kafka on AWS — Amazon MSK: Managed Kafka on AWS — A practical, example-led guide you can apply right away.
Redshift Performance Tuning: Distribution and Sort Keys — Redshift Performance Tuning: Distribution and Sort Keys — A practical, example-led guide you can apply right away.
AWS CloudWatch for Monitoring Data Pipelines — AWS CloudWatch for Monitoring Data Pipelines — A practical, example-led guide you can apply right away.
Migrating Data to AWS: DMS and Best Practices — Migrating Data to AWS: DMS and Best Practices — A practical, example-led guide you can apply right away.
AWS Interview Questions for Data Engineers — AWS Interview Questions for Data Engineers — The questions companies actually ask, with concise model answers.
S3 Lifecycle Policies and Storage Cost Savings — S3 Lifecycle Policies and Storage Cost Savings — A practical, example-led guide you can apply right away.
Glue Workflows vs Step Functions for Orchestration — Glue Workflows vs Step Functions for Orchestration — A clear, practical comparison to help you decide.
Athena Federated Queries Explained — Athena Federated Queries Explained — A practical, example-led guide you can apply right away.
AWS Free Tier: What You Can Build for Practice — AWS Free Tier: What You Can Build for Practice — A practical, example-led guide you can apply right away.
Data Modeling in Redshift: A Practical Guide — Data Modeling in Redshift: A Practical Guide — A practical, example-led guide you can apply right away.
AWS Data Engineering Projects for Your Portfolio — AWS Data Engineering Projects for Your Portfolio — Hands-on project ideas with datasets, scope and what to showcase.
Parquet and Partitioning for Cheaper Athena Queries — Parquet and Partitioning for Cheaper Athena Queries — A practical, example-led guide you can apply right away.
How to Start an AWS Cloud Career in 2026 — How to Start an AWS Cloud Career in 2026 — A practical, example-led guide you can apply right away.
AWS Certification Path for Data Roles — AWS Certification Path for Data Roles — Exam structure, syllabus, prep plan and resources that work.