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  1. Home
  2. Cloudera Certification
  3. CDP-3002 Exam
  4. Cloudera.CDP-3002.v2025-11-21.q109 Dumps
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Question 41

In a PySpark application, you're writing a function that reads a CSV file and shows the first few rows. Which of the following code snippets correctly accomplishes this task?

Correct Answer: B
The correct way to read a CSV file in a PySpark application is using the 'SparkSession.read.csv' method or 'SparkSession.read.format("csv").load'. After loading the data into a DataFrame, 'df.show(5)' is used to display the first five rows. Options A and C do not use the correct method to display the data, and option D uses Pandas, not PySpark.
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Question 42

You're working with a large dataset stored in multiple Parquet files across different HDFS directories. How can you efficiently load and process this data using Spark, ensuring data locality and minimizing shuffle operations?

Correct Answer: D
While options A and B might work, they don't optimize locality or shuffle. Option C is inefficient. By defining the data location and schema in a Spark SQL catalog, Spark can automatically discover partitions and efficiently read data in parallel, minimizing shuffle across the network.
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Question 43

In a Kubernetes environment, you want to restrict the communication to your Spark application pods to only allow traffic from pods in a specific namespace. Which Kubernetes feature would you use to implement this?

Correct Answer: C
Network Policies in Kubernetes are used to control the flow of traffic to and from pods. They can be configured to allow traffic from specific namespaces, thereby restricting access to the Spark application pods.
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Question 44

You have deployed a Spark application on Kubernetes, which is experiencing intermittent failures. To improve fault tolerance, you decide to implement checkpointing. Which of the following is the best approach to add checkpointing in a PySpark application?

Correct Answer: C
In PySpark, checkpointing is set up by using the 'setCheckpointDir' method on the SparkContext object, not in the Spark configuration or Kubernetes configuration. This method specifies the path where to store the checkpoint data, typically on a distributed storage like HDFS.
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Question 45

You've discovered that a production Iceberg table has several corrupted data files. Which of the following actions could help address this issue?

Correct Answer: C
B). Partitioning by both sensor ID and timestamp allows for efficient filtering and pruning when querying specific sensors and time ranges, which is typical for time-series data.
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