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A Company Wants to Provide Its Data Analysts with Uninterrupted

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A company wants to provide its data analysts with uninterrupted access to the data in its Amazon Redshift cluster. All data is streamed to an Amazon S3 bucket with Amazon Kinesis Data Firehose. An AWS Glue job that is scheduled to run every 5 minutes issues a COPY command to move the data into Amazon Redshift. The amount of data delivered is uneven throughout the day, and cluster utilization is high during certain periods. The COPY command usually completes within a couple of seconds. However, when load spike occurs, locks can exist and data can be missed. Currently, the AWS Glue job is configured to run without retries, with timeout at 5 minutes and concurrency at 1. How should a data analytics specialist configure the AWS Glue job to optimize fault tolerance and improve data availability in the Amazon Redshift cluster?


Definitions:

Color Line

A term that describes the division of race and the systemic inequalities and segregation between white and non-white people, originally focusing on the division between blacks and whites.

W. E. B. DuBois

An influential African-American sociologist, historian, and civil rights activist known for his contributions to the understanding of the African-American experience and the fight for equality.

Empirical Analysis

The use of observed and measured phenomena to investigate relationships and test theories.

Sociology

The study of human behavior in society.

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