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Cloudera CDP-3002 : CDP Data Engineer - Certification Exam
- Exam Code: CDP-3002
- Exam Name: CDP Data Engineer - Certification Exam
- Updated: Sep 20, 2026 Q&As: 320 Questions and Answers
About Cloudera CDP-3002 Exam
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Cloudera CDP-3002 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Workflow Orchestration | 15% | - Pipeline Development
|
| Topic 2: Apache Spark Development & Processing | 48% | - Spark Architecture & Execution Model
|
| Topic 3: Deployment & Operations | 10% | - Security & Governance
|
| Topic 4: Data Storage & Modeling | 22% | - Distributed Persistence
|
| Topic 5: Integration & Optimization | 5% | - Troubleshooting
|
Cloudera CDP Data Engineer - Certification Sample Questions:
Question #1
You're deploying a Spark application in a Kubernetes cluster. Which YAML specification would correctly define a SparkApplication in cluster mode using Scala and the Spark Pi example?
- A. Option B
- B. Option C
- C. Option D
- D. Option A
Correct Answer: B 🗳️
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Question #2
You need to enable secure access to Iceberg tables in CDP, controlling permissions at the table, column, and row level. Which of the following approaches would you investigate?
- A. Implement custom Spark IJDFs to enforce authorization logic.
- B. Integrate with CDP's Kerberos-based authentication system.
- C. Configure role-based access control (RBA directly within Iceberg table properties.
- D. Leverage Apache Ranger's integration with Iceberg.
Correct Answer: D 🗳️
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Question #3
Which Airflow operator is best used for executing a Python function as part of a DAG?
- A. SimpleHttpOperator
- B. PythonOperator
- C. Dockeroperator
- D. BashOperator
Correct Answer: B 🗳️
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Question #4
You need to design your Airflow DAG for data quality checks to be scalable and manageable as the number of datasets and checks grows. How can you achieve this?
- A. Hardcode all data quality checks and data sources directly within the DAG code.
- B. Leverage external configuration files (e.g., YAML or JSON) to define data quality checks and associated parameters.
- C. Utilize Airflow variables to store configuration details like data source paths and check thresholds.
- D. Implement a modular design using sub-DAGs, where each sub-DAG encapsulates the data quality checks for a specific dataset.
Correct Answer: B,D 🗳️
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Question #5
In a PySpark application running on Kubernetes, you want to enable dynamic allocation of Executors. Which configuration setting is essential to turn on this feature?
- A. 'spark.executor.instances'
- B. 'spark.dynamicAllocation.enabled'
- C. 'spark.kubernetes.dynamicAllocation.enabled'
- D. 'spark.kubernetes.executor.dynamicAllocation'
Correct Answer: B 🗳️
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