Exam Name: CDP Data Engineer - Certification Exam
Certification Provider: Cloudera
Corresponding Certification: Cloudera Certification
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Updated: Sep 12, 2026
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Cloudera CDP-3002 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Integration & Optimization | 5% | - Hive & Spark Integration
|
| Topic 2: Apache Spark Development & Processing | 48% | - Spark Streaming & Structured Streaming
|
| Topic 3: Workflow Orchestration | 15% | - Pipeline Development
|
| Topic 4: Data Storage & Modeling | 22% | - Data Formats & Storage
|
| Topic 5: Deployment & Operations | 10% | - Security & Governance
|
Cloudera CDP Data Engineer - Certification Sample Questions:
When configuring a Hive table with bucketing, how does the choice of the bucketing column(s) influence query performance?
- A. Bucketing on columns that are frequently updated optimizes data modification operations and query performance.
- B. The choice of bucketing column(s) has no impact on performance as long as the number of buckets is optimally chosen.
- C. Selecting highly unique or skewed columns for bucketing can lead to uneven data distribution and potential performance bottlenecks.
- D. The bucketing column(s) should be chosen randomly to ensure a uniform distribution of data across buckets.
Correct Answer: C 🗳️
Explanation: Only visible for NewPassLeader members. You can sign-up / login (it's free).
You're integrating data quality checks into a complex ETL pipeline with numerous tasks and dependencies. How can you ensure the checks are executed in the correct order and don't interfere with other pipeline tasks?
- A. Schedule the data quality checks as a separate DAG and trigger it after the ETL pipeline completes.
- B. Run all tasks (ETL and checks) concurrently, assuming they are independent.
- C. Utilize Airflow upstream/downstream dependencies to define the execution order between check tasks and other pipeline tasks.
- D. Implement a custom script to manage the execution of the data quality checks independently.
Correct Answer: C 🗳️
Explanation: Only visible for NewPassLeader members. You can sign-up / login (it's free).
In the context of Airflow, what is the purpose of the "XCom" feature?
- A. To trigger external systems when a DAG reaches a specific state.
- B. To manage dependencies and package installations across tasks.
- C. To execute commands across different operating systems.
- D. To enable communication between different tasks within the same DAG.
Correct Answer: D 🗳️
Explanation: Only visible for NewPassLeader members. You can sign-up / login (it's free).
You need to migrate a large Hive-managed table into an Iceberg table within CDP while minimizing downtime.
Which strategy would you consider?
- A. Create an external Iceberg table pointing to the existing Hive data and then use Iceberg's INSERT OVERWRITE to copy the data.
- B. Use the ALTER TABLE statement in Hive to convert the table format to Iceberg.
- C. Export the data from Hive and reload directly into a new Iceberg table.
- D. Utilize Iceberg's migration feature to automatically handle the conversion.
Correct Answer: A 🗳️
Explanation: Only visible for NewPassLeader members. You can sign-up / login (it's free).
In the context of caching data for reuse in Spark, how does the Tungsten project contribute to enhancing memory management and execution efficiency?
- A. By optimizing Spark's internal memory management and data processing operations
- B. By enforcing strict data typing to reduce runtime type checking overhead
- C. By providing a graphical interface for memory management
- D. By rewriting Spark operations in a lower-level language for direct memory access
Correct Answer: A 🗳️
Explanation: Only visible for NewPassLeader members. You can sign-up / login (it's free).
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