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Cloudera CDP Data Engineer - Certification : CDP-3002 Exam
- Exam Code: CDP-3002
- Exam Name: CDP Data Engineer - Certification Exam
- Updated: Sep 19, 2026
- Q & A: 320 Questions and Answers
About Cloudera CDP Data Engineer - Certification : CDP-3002 Exam Questions
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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 - Stream Data Ingestion - Data Federation |
| CDP Platform Operations | 15% | - Cluster Management and Monitoring - Cloudera Flow Management - Cloudera Data Platform Architecture - Data Lake and Storage |
| Data Pipeline Orchestration | 20% | - Pipeline Scheduling and Triggers - Apache Airflow on CDP - Error Handling and Retries - Workflow Dependencies |
| Data Processing with Spark | 30% | - Spark SQL and DataFrames - Spark Structured Streaming - Spark Performance Optimization - Spark Core Concepts - DataFrame and Dataset APIs |
| Data Quality and Governance | 15% | - Data Catalog and Metadata - Data Validation and Cleansing - Data Lineage - Access Control and Security |
Cloudera CDP Data Engineer - Certification Sample Questions:
Question #1
Which of the following is a benefit of using RESTful APIs with Cloudera Manager for cluster management?
- A. Direct database access to Cloudera Manager's underlying storage mechanism.
- B. Reduced compatibility with industry-standard tools and protocols.
- C. Increased network latency and overhead.
- D. The ability to integrate with continuous integration/continuous deployment (CI/CD. pipelines.
Correct Answer: D 🗳️
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Question #2
A team is planning to use PySpark to read data from an Apache Cassandra database. Which of the following options correctly demonstrates how to load data from a Cassandra table named in the keyspace 'sales'?
- A.
- B.
- C.
- D.
Correct Answer: D 🗳️
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Question #3
How can you utilize Spark's lineage tracking feature to improve the efficiency of your data pipelines?
- A. Manually track the lineage of each transformation for debugging purposes
- B. Spark's lineage tracking doesn't offer any performance benefits
- C. Leverage lineage information to identify and recompute only the affected data after failures
- D. Use lineage tracking to optimize the order of transformations for better performance
Correct Answer: C 🗳️
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Question #4
What information does an "Explain Plan" typically provide in the context of SQL query optimization?
- A. The sequence of operations the database will perform to execute the query
- B. The names of users who have executed the query
- C. The cost of the query in monetary terms
- D. The expected time of query completion
Correct Answer: A 🗳️
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Question #5
In Airflow, what is a Hook used for?
- A. To connect to external systems and databases
- B. To visualize task execution and logs
- C. To retry failed tasks automatically
- D. To define the execution order of tasks
Correct Answer: A 🗳️
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