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  1. Home
  2. Cloudera Certification
  3. CDP-3002 Exam
  4. Cloudera.CDP-3002.v2025-09-26.q117 Dumps
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Question 96

In the context of improving join performance in Spark, what does "salting" involve?

Correct Answer: C
"Salting" involves adding a random prefix to join keys to mitigate the issue of skewed data distribution. By distributing heavily skewed keys more evenly across the cluster, it reduces the risk of certain nodes being overwhelmed with too much data, thereby improving the performance of the join operation by ensuring a more balanced workload.
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Question 97

In a PySpark application running on Kubernetes, if one of the Executors fails to execute a task due to a node failure, what action does the Spark Driver take?

Correct Answer: C
When a task fails on an Executor, possibly due to a node failure, the Spark Driver's responsibility is to reschedule the task on a different Executor. This is part of the Driver's task monitoring and execution management duties, ensuring the application's continued execution despite individual task failures.
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Question 98

What information does an "Explain Plan" typically provide in the context of SQL query optimization?

Correct Answer: B
An Explain Plan outlines the sequence of operations (like joins, scans, sorts, and aggregations) that the database engine will perform to execute a given SQL query- It helps in understanding and optimizing the performance of the query.
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Question 99

What command and parameters should be used to update an existing Spark job in the Cloudera Data Engineering (CDE. service to increase its executor memory using the CDE CLI?

Correct Answer: A
To update an existing Spark job in the Cloudera Data Engineering (CDE. service to increase its executor memory, the correct command is cde job update followed by the --name parameter to specify the job and the --conf flag to set the new configuration for spark.executor.memory. This command allows you to modify the job's configuration parameters directly via the CDE CLI, enabling adjustments to resource allocations such as executor memory.
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Question 100

What is the significance of "Sort Merge Join" appearing in an Explain Plan in Cloudera's SQL engines?

Correct Answer: C
A). "Sort Merge Join" involves sorting two datasets and then merging them based on the join condition. This method can be efficient for large datasets that are already sorted or partially sorted, as it leverages the order of data to reduce the computational overhead of the join operation.
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