Prepare with Cloudera CDP-3002 exam practice material, pass for sure

Updated: Jul 05, 2026

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Cloudera CDP Data Engineer - Certification Sample Questions:

1. When deploying a packaged PySpark application using 'spark-submit', which option is used to include the packaged dependencies?

A) --py-files
B) -files
C) --packages
D) --jars


2. In the context of Cloudera's Optimization Framework, what is the purpose of dynamic partition pruning?

A) To update partition metadata in real-time
B) To partition data dynamically based on query execution plans
C) To dynamically eliminate unnecessary partitions from a query plan based on runtime statistics
D) To increase the size of partitions dynamically based on data volume


3. In Apache Airflow, how can you ensure that a data quality check task is only executed if a previous data ingestion task succeeded and the ingested data volume exceeds a certain threshold?

A) Use a BranchPythonOperator with a condition that checks the success of the ingestion task and the data volume.
B) Configure the trigger_rule parameter to all_success and use a PythonOperator to verify the data volume.
C) Implement a PythonOperator with a pre_execute hook for the condition check.
D) Utilize the ShortCircuitOperator with a custom Python function to check both conditions.


4. When monitoring a PySpark application in Kubernetes, you notice that Executor pods are frequently restarting. What is the most likely cause of this issue?

A) Insufficient memory allocation for Executor pods.
B) Dynamic resource allocation is disabled.
C) Executor pods are not configured to restart upon failure.
D) Too many tasks assigned to each Executor.


5. You need to filter data from a Hive table based on a specific date range. Which approach would be most efficient and maintainable?

A) Convert the Hive table to a temporary table and then use Spark SQL filtering
B) Implement a custom filter function in Spark to process each row individually
C) Use Spark SQL functions like filter with a date comparison expression
D) Leverage HiveQL's built-in filtering capabilities with a WHERE clause


Solutions:

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

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