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Cloudera CDP-3002 Exam Syllabus Topics:

Cloudera CDP Data Engineer - Certification Sample Questions:

Question 1

You're working with a large dataset that needs to be partitioned and processed in chunks to improve efficiency. How can you achieve this using Airflow operators?

A. Implement a custom Python script to handle partitioning and then use the BashOperator to execute the script within the DAG.
B. Use the Split Operator to divide the data into smaller subsets and chain them with downstream processing tasks.
C. Configure the source system to provide the data pre-partitioned for efficient processing.
D. Leverage the File transform operator to partition the data based on specific criteria within the operator itself.

Question 2

Your team is deploying a Spark application on a Kubernetes cluster. To ensure high availability, you need to decide how many executor instances to configure. Which of the following configurations in your PySpark application would correctly set the number of executor instances?

A.

B.

C.

D.

Question 3

You want to write the results of a Spark DataFrame operation to a Parquet file for efficient storage and retrieval. What approach can you achieve this efficiently?

A. Convert the DataFrame to a temporary table and then use HiveQL commands to write to Parquet
B. Use Spark SQL's CREATE TABLE statement with the Parquet format specified
C. Leverage the DataFrame.write.parquet() method with appropriate options
D. Use the DataFrame.write.text() method and specify the output format as Parquet

Question 4

In a Kubernetes environment, how does Kubernetes ensure fault tolerance when a pod running a Spark task fails?

A. By checkpointing RDDs
B. Through Pod Replication with ReplicaSets
C. Using a load balancer for master components
D. By using a Standby Master setup

Question 5

What is the purpose of the Airflow XCom feature?

A. To monitor and log the execution of DAGs
B. To schedule DAG runs at specific intervals
C. To execute tasks on remote machines
D. To enable communication between tasks in a DAG

Solutions: