Exam Name: CDP Data Engineer - Certification Exam
Certification Provider: Cloudera
Corresponding Certification: Cloudera Certification
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Cloudera : CDP-3002 Exam Premium Dumps
Check Updated on: Sep 30, 2026
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Cloudera CDP-3002 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Data Storage & Modeling | 22% | - Data Formats & Storage
|
| Integration & Optimization | 5% | - Troubleshooting
|
| Apache Spark Development & Processing | 48% | - Spark Architecture & Execution Model
|
| Workflow Orchestration | 15% | - Apache Airflow
|
| Deployment & Operations | 10% | - Security & Governance
|
Cloudera CDP Data Engineer - Certification Sample Questions:
You're tasked with deploying a new Airflow DAG to production. What are some key considerations for ensuring a smooth and successful deployment?
- A. All of the above
- B. Thoroughly test the DAG in a staging environment before deploying it to production.
- C. Deploy the DAG directly to the production environment without any testing or staging phase.
- D. Utilize infrastructure as code (laC. tools like Terraform to manage Airflow deployment and configuration in a consistent and repeatable manner.
Correct Answer: A,B,D 🗳️
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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. Leverage external configuration files (e.g., YAML or JSON) to define data quality checks and associated parameters.
- B. Implement a modular design using sub-DAGs, where each sub-DAG encapsulates the data quality checks for a specific dataset.
- C. Utilize Airflow variables to store configuration details like data source paths and check thresholds.
- D. Hardcode all data quality checks and data sources directly within the DAG code.
Correct Answer: A,B 🗳️
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Which feature in Apache Airflow allows you to retry a data quality check task if it fails initially due to transient issues?
- A. retries parameter in the task definition
- B. SLAs
- C. catchup
- D. Branching
Correct Answer: A 🗳️
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What are the potential consequences of persisting all intermediate RDDs in Spark with the MEMORY ONLY storage level?
- A. Increased risk of application crashes due to memory exhaustion
- B. All intermediate data will be automatically persisted to disk
- C. Improved performance due to faster data access
- D. No impact on the application, as Spark manages memory efficiently
Correct Answer: A 🗳️
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Your team is using PySpark and wants to ensure task re-execution in case of a node failure. What mechanism in Spark ensures that tasks are retried on other nodes upon failure?
- A. Data Replication
- B. Master Node Redundancy
- C. Checkpointing
- D. Task Re-execution
Correct Answer: D 🗳️
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