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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 116

Which of the following strategies would NOT be recommended for managing skewed data during join operations in Spark?

Correct Answer: C
While filtering out outliers might seem like a way to address data skew, it's not a recommended strategy for managing skewed data during join operations because it can lead to loss of potentially valuable data. The goal in handling skew is to ensure even data distribution without discarding data. Salting keys, using broadcast joins for small datasets, and adjusting the number of partitions are more effective techniques for mitigating skew without sacrificing data integrity.
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Question 117

You're deploying a Spark application in a Kubernetes cluster. Which YAML specification would correctly define a SparkApplication in cluster mode using Scala and the Spark Pi example?

Correct Answer: C
The correct specification is the one that defines a SparkApplication resource with the necessary details like 'apiVersion', *kind' , 'type' , mainClasS , and 'mainApplicationFile' . This specification correctly sets up a Spark job to run the Spark Pi example in Scala on Kubernetes.
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