Exam Name: CDP Data Engineer - Certification Exam
Certification Provider: Cloudera
Corresponding Certification: Cloudera Certification
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Updated: Oct 03, 2026
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Cloudera CDP-3002 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Workflow Orchestration | 15% | - Pipeline Development
|
| Topic 2: Data Storage & Modeling | 22% | - Distributed Persistence
|
| Topic 3: Deployment & Operations | 10% | - Security & Governance
|
| Topic 4: Integration & Optimization | 5% | - Troubleshooting
|
| Topic 5: Apache Spark Development & Processing | 48% | - Performance Optimization
|
Cloudera CDP Data Engineer - Certification Sample Questions:
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. Kubernetes resource requests for Spark executors
- B. Iceberg metadata table pruning frequency
- C. Spark shuffle partitions (spark.sql.shuffle.partitions)
- D. The Iceberg table's write format (vl or v2)
Correct Answer: B 🗳️
Explanation: Only visible for Pass4Leader members. You can sign-up / login (it's free).
Given a DataFrame containing product information with columns "product_id", "name", and "price", how can you filter and sort the DataFrame to only include products with a price greater than $50 and sort them by price in descending order?
- A. Implement a custom function to filter and sort the data
- B. Leverage chained conditions and sorting within the filter method
- C. Use spark SQL's WHERE clause and ORDER BY statement
- D. Use multiple filter and sort calls sequentially
Correct Answer: B 🗳️
Explanation: Only visible for Pass4Leader members. You can sign-up / login (it's free).
You're designing a scalable and fault-tolerant Spark application for processing large-scale geospatial dat a. What additional considerations should you take into account beyond the general distributed processing principles?
- A. Use a dedicated cluster specifically for geospatial processing tasks
- B. Choose a larger virtual machine size for Spark executors
- C. Leverage geospatial libraries like GeoSpark for efficient spatial operations
- D. Implement custom partitioning strategies based on geospatial coordinates
Correct Answer: C,D 🗳️
Explanation: Only visible for Pass4Leader members. You can sign-up / login (it's free).
You want to select specific columns from a Spark DataFrame and rename them. How can you achieve this in Spark SQL?
- A. Modify the original DataFrame schema directly
- B. Use Spark SQL's ALTER TABLE statement to modify the table schema
- C. Use the select() method with column names and aliases within parentheses
- D. Implement custom logic to iterate through the DataFrame and create a new one
Correct Answer: C 🗳️
Explanation: Only visible for Pass4Leader members. You can sign-up / login (it's free).
You need to design a DAG that can be easily triggered based on external events or data availability. How can you achieve this functionality?
- A. Rely on manual intervention to trigger the DAG whenever necessary.
- B. Utilize Airflow sensors like FileSensor or S3KeySensor to wait for specific conditions before triggering the DAG.
- C. Schedule the DAG to run continuously at a fixed interval.
- D. Implement custom code within the DAG to actively check for external events or data availability.
Correct Answer: B 🗳️
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