The **AWS Data Engineer Associate** certification validates your ability to implement data pipelines, ingest, transform, and store data using AWS services. It replaces the former Data Analytics Specialty certification.
Answer : Amazon Managed Workflows for Apache Airflow (MWAA).
MWAA simplifies running open-source Apache Airflow on AWS.
Answer : S3 is object storage, EBS is block storage.
S3 is for Data Lakes, EBS is for persistent EC2 volumes.
Answer : Amazon Athena.
Athena is serverless and works directly on data stored in S3.
Answer : Using Columnar Storage.
This reduces disk I/O and speeds up analytical processing.
Answer : AWS Glue Data Catalog.
It provides a central repository for metadata across AWS services.