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Cloudera CDP-3002 exam dumps - CDP Data Engineer - Certification Exam
- Exam Code: CDP-3002
- Exam Name: CDP Data Engineer - Certification Exam
- Updated: Sep 16, 2026 Q & A: 320 Questions and Answers
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Cloudera CDP-3002 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Pipeline Orchestration | 20% | - Pipeline Scheduling and Triggers - Workflow Dependencies - Error Handling and Retries - Apache Airflow on CDP |
| Topic 2: Data Processing with Spark | 30% | - Spark SQL and DataFrames - Spark Performance Optimization - DataFrame and Dataset APIs - Spark Core Concepts - Spark Structured Streaming |
| Topic 3: Data Ingestion and Integration | 20% | - Stream Data Ingestion - Batch Data Ingestion - CDC (Change Data Capture) - Data Federation - Data Transformation and ETL |
| Topic 4: CDP Platform Operations | 15% | - Data Lake and Storage - Cluster Management and Monitoring - Cloudera Data Platform Architecture - Cloudera Flow Management |
| Topic 5: Data Quality and Governance | 15% | - Data Validation and Cleansing - Data Lineage - Access Control and Security - Data Catalog and Metadata |
Cloudera CDP Data Engineer - Certification Sample Questions:
Question #1
You have a PySpark application packaged as 'MyPySparkApp-0. I-py3-none-any.whl'. In your 'app.py', you utilize a function from an external library, 'numpy', listed in your 'requirements.txt'. How should you deploy this application to ensure 'numpy' is available at runtime?
- A. Upload both 'app.py' and 'MyPySparkApp-0.1-py3-none-any.whl' and submit using 'spark-submit --py-files MyPySparkApp-0.1-py3-none- any.whl app.py'.
- B. Upload 'app.py' only and submit using 'spark-submit app.py'.
- C. Upload 'MyPySparkApp-0.1-py3-none-any.whl' only and submit using 'spark-submit --py-files MyPySparkApp-0.1-py3-none-any.whl'.
- D. Upload 'app.py' and manually install 'numpy' on all nodes before submitting using 'spark-submit app.py'.
Correct Answer: A 🗳️
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Question #2
When monitoring a PySpark application in Kubernetes, you notice that Executor pods are frequently restarting. What is the most likely cause of this issue?
- A. Insufficient memory allocation for Executor pods.
- B. Dynamic resource allocation is disabled.
- C. Executor pods are not configured to restart upon failure.
- D. Too many tasks assigned to each Executor.
Correct Answer: A 🗳️
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Question #3
In the context of Cloudera's SQL engines, what does the presence of a "Broadcast Hash Join" in an Explain Plan suggest about query performance?
- A. It suggests that the join operation might be a performance bottleneck for large datasets
- B. It implies that no indexing is used in the join operation
- C. It indicates an optimal use of network resources
- D. It means that the query will execute faster than with any other join method
Correct Answer: A 🗳️
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Question #4
Which of the following best describes the benefit of partition pruning in Spark SQL?
- A. It increases the number of partitions to maximize parallelism.
- B. It decreases the amount of data shuffled during join operations.
- C. It dynamically adjusts partition sizes based on the query execution plan.
- D. It selectively processes partitions that meet certain criteria, reducing 1/0.
Correct Answer: D 🗳️
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Question #5
Why is it recommended to use the DataFrame API over RDDs for most data processing tasks in Spark?
- A. DataFrames provide more fine-grained control over partitioning and parallelism.
- B. DataFrames require less memory and compute resources compared to RDDs.
- C. DataFrames automatically optimize queries using the Catalyst optimizer and Tungsten execution engine.
- D. RDDs are deprecated and will be removed in future versions of Spark.
Correct Answer: C 🗳️
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