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Cloudera CDP Data Engineer - Certification : CDP-3002
- Exam Code: CDP-3002
- Exam Name: CDP Data Engineer - Certification Exam
- Updated: Sep 14, 2026
- Q & A: 320 Questions and Answers
About Cloudera CDP Data Engineer - Certification : CDP-3002 Exam
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Cloudera CDP-3002 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Data Ingestion and Integration | 20% | - Batch Data Ingestion - CDC (Change Data Capture) - Data Transformation and ETL - Data Federation - Stream Data Ingestion |
| Data Quality and Governance | 15% | - Access Control and Security - Data Validation and Cleansing - Data Lineage - Data Catalog and Metadata |
| Data Pipeline Orchestration | 20% | - Apache Airflow on CDP - Pipeline Scheduling and Triggers - Error Handling and Retries - Workflow Dependencies |
| CDP Platform Operations | 15% | - Cluster Management and Monitoring - Cloudera Data Platform Architecture - Data Lake and Storage - Cloudera Flow Management |
| Data Processing with Spark | 30% | - Spark Performance Optimization - Spark Structured Streaming - Spark Core Concepts - DataFrame and Dataset APIs - Spark SQL and DataFrames |
Cloudera CDP Data Engineer - Certification Sample Questions:
Question #1
What is a primary consideration when deciding to cache data in a distributed computing environment like Apache Spark?
- A. Ensuring data is encrypted before caching
- B. The trade-off between memory usage and computational efficiency
- C. Using disk storage for all cached data to improve fault tolerance
- D. Caching every dataset regardless of its access frequency
Correct Answer: B 🗳️
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Question #2
An Airflow DAG designed to run a sequence of data validation checks generates a dynamic number of validation tasks based on the incoming data's characteristics. Each validation task must complete successfully before a final data processing task can begin. Which Airflow feature is most suitable for implementing this pattern?
- A. The TriggerDagRunOperator
- B. SubDAGs
- C. The Dynamic Task Mapping feature
- D. A BranchPythonOperator with a follow-up Join task
Correct Answer: C 🗳️
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Question #3
What is the purpose of partitioning data in Spark?
- A. To enforce data access control
- B. To enable parallel processing across multiple nodes
- C. To improve data compression efficiency
- D. To optimize data visualization
Correct Answer: B 🗳️
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Question #4
What challenge does schema inference aim to address when dealing with big data ecosystems?
- A. The need for large storage spaces to hold data schemas
- B. Ensuring that all data is encrypted according to its inferred schema
- C. The variety and complexity of data formats and structures
- D. Reducing the computational power required for data analysis
Correct Answer: C 🗳️
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Question #5
An Airflow DAG is designed to ingest data from multiple sources, transform it, and load it into a data warehouse. The transformation step is resource-intensive and should not run during peak hours (9 AM to 5 PM). How can you configure the DAG to meet this requirement?
- A. Use the time_sensor operator to delay the transformation task until off-peak hours.
- B. Set the max_active_runs parameter to limit executions during peak hours.
- C. Configure the DAG's schedule interval and use the TimeDelta sensor for precise timing.
- D. Utilize the BranchPythonOperator to dynamically skip the transformation task during peak hours.
Correct Answer: D 🗳️
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