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An Operations Team Notices That a Few AWS Glue Jobs

question 106

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An operations team notices that a few AWS Glue jobs for a given ETL application are failing. The AWS Glue jobs read a large number of small JSON files from an Amazon S3 bucket and write the data to a different S3 bucket in Apache Parquet format with no major transformations. Upon initial investigation, a data engineer notices the following error message in the History tab on the AWS Glue console: "Command Failed with Exit Code 1." Upon further investigation, the data engineer notices that the driver memory profile of the failed jobs crosses the safe threshold of 50% usage quickly and reaches 90-95% soon after. The average memory usage across all executors continues to be less than 4%. The data engineer also notices the following error while examining the related Amazon CloudWatch Logs. What should the data engineer do to solve the failure in the MOST cost-effective way?

Understand the impact of leadership behaviors on subordinates' satisfaction and performance.

Acquire knowledge on evidence-based leadership practices and their application.

Grasp the concepts of crisis leadership and the recommended approaches during crises.

Understand the decision-making process in leadership, including the factors influencing leaders' decision styles.

Definitions:

Lewin's Law

is not a real key term, but Kurt Lewin's theories broadly include concepts in social psychology such as the change management model (unfreeze-change-refreeze) and group dynamics.

Change

The process through which something becomes different, often leading to new behaviors, patterns, or states in individuals or groups.

Environment

The surrounding or conditions in which a person, animal, or plant lives or operates.

Group Change

The process or phenomenon through which a group evolves, including changes in structure, function, or membership.