A Company Is Building a Data Lake and Needs to Ingest

question 124

Multiple Choice

A company is building a data lake and needs to ingest data from a relational database that has time-series data. The company wants to use managed services to accomplish this. The process needs to be scheduled daily and bring incremental data only from the source into Amazon S3. What is the MOST cost-effective approach to meet these requirements?

• A) Use AWS Glue to connect to the data source using JDBC Drivers. Ingest incremental records only using job bookmarks.
• B) Use AWS Glue to connect to the data source using JDBC Drivers. Store the last updated key in an Amazon DynamoDB table and ingest the data using the updated key as a filter.
• C) Use AWS Glue to connect to the data source using JDBC Drivers and ingest the entire dataset. Use appropriate Apache Spark libraries to compare the dataset, and find the delta.
• D) Use AWS Glue to connect to the data source using JDBC Drivers and ingest the full data. Use AWS DataSync to ensure the delta only is written into Amazon S3.

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Definitions:

Income Inequality

The unequal allocation of income among individuals in a community, resulting in differences in wealth and life quality.

College Graduates

Individuals who have completed a degree program at a college or university.

High School Graduates

Individuals who have successfully completed the curriculum required by secondary schools and have been awarded a diploma.

Income Inequality

The unequal distribution of income within a population, leading to economic disparities and social tensions.