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 02, 2026
No. of Questions: 320 Questions & Answers with Testing Engine
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Cloudera CDP-3002 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Workflow Orchestration | 15% | - Apache Airflow
|
| Data Storage & Modeling | 22% | - Data Formats & Storage
|
| Integration & Optimization | 5% | - Hive & Spark Integration
|
| Apache Spark Development & Processing | 48% | - Spark Streaming & Structured Streaming
|
| Deployment & Operations | 10% | - Security & Governance
|
Cloudera CDP Data Engineer - Certification Sample Questions:
You're deploying your Airflow ETL pipelines to a production environment. What are some best practices to ensure reliability and scalability?
- A. Utilize version control for your DAG code and configuration files to track changes and facilitate rollbacks.
- B. All of the above
- C. Implement robust error handling and retry mechanisms within your DAGs.
- D. Configure Airflow to run with high resource limits to handle unexpected spikes in workload.
Correct Answer: B 🗳️
Explanation: Only visible for Prep4away members. You can sign-up / login (it's free).
Your Iceberg table experiences frequent schema evolution, with new columns being added regularly. Which of the following might you need to adjust to maintain optimal performance?
- A. The Iceberg table's write format (vl or v2)
- B. Iceberg metadata table pruning frequency
- C. Spark shuffle partitions (spark.sql.shuffle.partitions)
- D. Kubernetes resource requests for Spark executors
Correct Answer: B 🗳️
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In Spark, when is it most beneficial to use the repartitionByRange method?
- A. When minimizing network traffic during shuffle operations is the primary concern.
- B. When the data is highly skewed and a uniform distribution of data across partitions is required.
- C. When decreasing the number of partitions to reduce task scheduling overhead.
- D. When sorting data within each partition by a specified column or set of columns is required.
Correct Answer: D 🗳️
Explanation: Only visible for Prep4away members. You can sign-up / login (it's free).
If you want to set a minimum and maximum number of Executor pods for a Spark application in Kubernetes, which pair of PySpark configuration settings would you use?
- A. 'spark.dynamicAllocation.minExecutors', 'spark.dynamicAllocation.maxExecutors'
- B. 'spark.executor.memory', 'spark.executor.memoryoverhead'
- C. 'spark.kubernetes.container.image', 'spark.kubernetes.executor.limit.cores'
- D. 'spark.executor.instances', 'spark.executor.cores'
Correct Answer: A 🗳️
Explanation: Only visible for Prep4away members. You can sign-up / login (it's free).
In a PySpark application, you're writing a function that reads a CSV file and shows the first few rows. Which of the following code snippets correctly accomplishes this task?
- A. Option B
- B. Option A
- C. Option D
- D. Option C
Correct Answer: A 🗳️
Explanation: Only visible for Prep4away members. You can sign-up / login (it's free).
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