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Cloudera CDP Data Engineer - Certification Sample Questions:

1. Which of the following is TRUE about using Explain Plans for performance tuning?

A) They provide detailed network latency information
B) They are only useful for queries that involve joins
C) They can help identify operations that may become performance bottlenecks
D) Explain Plans always show the actual runtime of a query


2. What is the correct way to define a start date for a DAG in Apache Airflow, ensuring that the DAG does not trigger immediately upon deployment?

A) Use datetime.now() as the start date.
B) Use ) to automatically set the start date to one day before the current date.
C) Leave the start date undefined.
D) Set the start date to a future date using the datetime module.


3. An Iceberg job fails with an "out of memory" error. Which Spark configuration changes might help? (Choose two)

A) Increase executor memory (spark.executor.memory)
B) Enable Spark broadcast joins
C) Decrease the size of Spark partitions (spark.sql.shuffle.partitions)
D) Upgrade to a larger Kubernetes pod size.
E) Increase driver memory (spark.driver.memory)


4. In Apache Airflow, which strategy allows for the dynamic generation of tasks within a DAG based on external data sources, such as a list of database tables?

A) Utilizing the @dag decorator with dynamic input parameters
B) Using the Variable class to store and retrieve the list of tables
C) Employing the TaskFlow API with dynamic task mapping
D) Implementing a PythonOperator that generates other tasks at runtime


5. You notice a significant performance overhead when persisting a large RDD to disk. What potential factors could contribute to this, and how can you mitigate them?

A) Insufficient disk space on the cluster nodes
B) Using HDFS as the storage location instead of local disks
C) Inefficient serialization format for the RDD data
D) All of the above


Solutions:

Question # 1
Answer: C
Question # 2
Answer: D
Question # 3
Answer: A,E
Question # 4
Answer: C
Question # 5
Answer: D

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