AWS Data Engineer Interview Questions and Answers
6. How can you move data from on-premises to Amazon S3?
LSI Keywords: On-premises data migration to Amazon S3
Migrating data to Amazon S3 can be achieved in multiple ways:
- AWS Snowball: A physical device used to transfer large amounts of data securely.
- AWS DataSync: Transfers data over the internet or AWS Direct Connect.
- AWS Transfer Family: A fully managed service for transferring files over FTP, FTPS, and SFTP.
- AWS Storage Gateway: Integrates on-premises environments with cloud storage.
7. Explain how AWS Glue ETL jobs work.
LSI Keywords: AWS Glue ETL, data transformation
AWS Glue is a fully managed extract, transform, and load (ETL) service. The process involves:
- Data Crawling: Glue scans the data sources to determine the schema.
- Data Catalog: Metadata is stored in the AWS Glue Data Catalog.
- ETL Code Generation: Glue generates ETL code in Python or Scala.
- Data Transformation: The data is transformed according to the ETL logic.
- Data Loading: The transformed data is loaded into the destination data store.
8. How can you ensure data consistency in distributed systems on AWS?
LSI Keywords: Data consistency in distributed systems, CAP theorem
In distributed systems, the CAP theorem states that you can have only two of the following three guarantees: Consistency, Availability, and Partition tolerance. To ensure data consistency, you may use techniques like strong consistency models, distributed transactions, and data synchronization mechanisms.