Purchase Cloudera : CDP-3002 Exam Materials and then pass exam easily
Updated: Jun 08, 2026
No. of Questions: 320 Questions & Answers with Testing Engine
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Cloudera CDP Data Engineer - Certification Sample Questions:
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) Leverage the File transform operator to partition the data based on specific criteria within the operator itself.
C) Use the Split Operator to divide the data into smaller subsets and chain them with downstream processing tasks.
D) Configure the source system to provide the data pre-partitioned for efficient processing.
2. You are working with a large dataset consisting of multiple files. How can you efficiently load the data into Spark while considering efficient storage and processing?
A) Leverage partitioning techniques like spark.read.textFile("/path/to/directory").repartition(n)
B) Load each file individually using spark.read.textFile("/path/to/file")
C) All of the above
D) Use spark.read.textFile("/path/to/directory/") to read all files at once
3. You are deploying a Spark application on Kubernetes and need to specify the amount of memory allocated to each Executor. In your PySpark code, which configuration setting will you use?
A) 'spark.executor.memory'
B) 'spark.driver.memory'
C) 'spark.executor.instances'
D) 'spark.executor.memoryoverhead'
4. Your Airflow DAG involves sending notifications upon successful completion of the entire pipeline. How can you achieve this functionality?
A) Utilize Airflow variables to store notification details and access them within the final task.
B) Use the Email Operator to send an email notification upon successful DAG run completion.
C) Configure the Airflow web UI to send alerts based on DAG run status.
D) Implement a custom notification script within the final task of the DAG.
5. Which of the following best describes the benefit of combining schema inference with manual schema specification in a data pipeline?
A) It offers a balance between flexibility and control, optimizing for both data exploration and consistent processing.
B) It reduces the diversity of data formats that can be processed.
C) It mandates that all data conform to a universal schema.
D) It eliminates the need for data serialization and deserialization.
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: A,D | Question # 3 Answer: A | Question # 4 Answer: B | Question # 5 Answer: A |
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