Exam Name: CDP Data Engineer - Certification Exam
Certification Provider: Cloudera
Corresponding Certification: Cloudera Certification
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Instant Download Cloudera : CDP-3002 Questions & Answers as PDF & Test Engine
Updated: Oct 01, 2026
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Cloudera CDP-3002 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: Data Ingestion and Integration | - Batch and streaming ingestion
|
| Topic 2: Data Governance and Security | - Data governance
|
| Topic 3: Data Storage and Modeling | - Data lake architecture
|
| Topic 4: Platform Operations | - Cluster and workload management
|
| Topic 5: Data Processing and Transformation | - Spark processing
|
Cloudera CDP Data Engineer - Certification Sample Questions:
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. Use Spark SQL's CREATE TABLE statement with the Parquet format specified
- B. Use the DataFrame.write.text() method and specify the output format as Parquet
- C. Convert the DataFrame to a temporary table and then use HiveQL commands to write to Parquet
- D. Leverage the DataFrame.write.parquet() method with appropriate options
Correct Answer: D 🗳️
Explanation: Only visible for PremiumVCEDump members. You can sign-up / login (it's free).
Your ETL pipeline processes sensitive dat
a. How can you ensure data security within Airflow?
- A. Grant everyone access to the Airflow web UI to monitor and manage the pipeline.
- B. Use environment variables to store sensitive credentials for accessing data sources.
- C. Store passwords and other sensitive data directly within your Airflow code.
- D. Implement encryption for sensitive data at rest and in transit.
Correct Answer: D 🗳️
Explanation: Only visible for PremiumVCEDump members. You can sign-up / login (it's free).
In the context of Spark, what is a potential downside of indiscriminate use of data caching, especially with the MEMORY_AND DISK storage level?
- A. It can lead to reduced fault tolerance due to reliance on in-memory storage.
- B. It can decrease network traffic by reducing the need for data shuffling.
- C. It may increase execution time due to overheads from frequent disk 1/0 operations.
- D. It enhances data security by storing intermediate results in encrypted form.
Correct Answer: C 🗳️
Explanation: Only visible for PremiumVCEDump members. You can sign-up / login (it's free).
Due to regulatory requirements, you need to permanently delete specific sensitive records from an Iceberg table. Which of the following techniques would be most appropriate?
- A. Implement a custom process, leveraging Iceberg's row-level updates to delete the sensitive records and then using file-level operations to physically remove the data.
- B. Modify the data files directly using low-level tools to overwrite the sensitive data.
- C. Use Iceberg's EXPIRE SNAPSHOTS procedure to remove snapshots containing the sensitive data.
- D. Issue a standard Iceberg DELETE query, as deleted data will automatically be expunged from the table.
Correct Answer: A 🗳️
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In Hive, what impact does setting the hive.exec.dynamic.partition.mode to nonstrict have on dynamic partitioning operations?
- A. It restricts the insertion of data to existing partitions only.
- B. It disables dynamic partitioning, requiring all partitions to be predefined.
- C. It enforces that at least one static partition be specified in the query.
- D. It allows the creation of new partitions dynamically based on the input data values.
Correct Answer: D 🗳️
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