Cloudera CDP Data Engineer - Certification : CDP-3002

CDP-3002 Exam Simulator
  • Exam Code: CDP-3002
  • Exam Name: CDP Data Engineer - Certification Exam
  • Updated: Aug 16, 2026
  • Q & A: 320 Questions and Answers

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Cloudera CDP-3002 exam simulator

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Cloudera CDP-3002 Exam Syllabus Topics:

SectionWeightObjectives
CDP Platform Operations15%- Cloudera Data Platform Architecture
- Cluster Management and Monitoring
- Cloudera Flow Management
- Data Lake and Storage
Data Quality and Governance15%- Data Validation and Cleansing
- Data Catalog and Metadata
- Access Control and Security
- Data Lineage
Data Pipeline Orchestration20%- Error Handling and Retries
- Workflow Dependencies
- Pipeline Scheduling and Triggers
- Apache Airflow on CDP
Data Ingestion and Integration20%- Data Transformation and ETL
- Data Federation
- CDC (Change Data Capture)
- Stream Data Ingestion
- Batch Data Ingestion
Data Processing with Spark30%- Spark Core Concepts
- Spark SQL and DataFrames
- Spark Structured Streaming
- Spark Performance Optimization
- DataFrame and Dataset APIs

Cloudera CDP Data Engineer - Certification Sample Questions:

1. In Hive, what impact does setting the hive.exec.dynamic.partition.mode to nonstrict have on dynamic partitioning operations?

A) It restricts the insertion of data to existing partitions only.
B) It enforces that at least one static partition be specified in the query.
C) It disables dynamic partitioning, requiring all partitions to be predefined.
D) It allows the creation of new partitions dynamically based on the input data values.


2. What is the role of an Operator in an Apache Airflow DAG?
A To schedule DAG runs based on time or external triggers

A) To represent a single task or a step within a DAG
B) To store metadata and logs for tasks and DAGs
C) To monitor the execution of DAGs and provide notifications


3. Your Airflow DAG encounters an error during the data transformation stage. What information can you access in the Airflow UI to troubleshoot the issue?

A) The Airflow web server logs might contain relevant information about the error.
B) The DAG run details page displays the task logs, providing insights into the specific error encountered.
C) You need to manually inspect the code for potential issues.
D) All of the above


4. For iterative machine learning algorithms in Spark, which caching level minimizes the trade-off between computation time and storage efficiency?

A) DISK ONLY
B) MEMORY ONLY
C) MEMORY ONLY SER
D) MEMORY AND DISK SER


5. When deploying a packaged PySpark application using 'spark-submit', which option is used to include the packaged dependencies?

A) --py-files
B) --jars
C) -files
D) --packages


Solutions:

Question # 1
Answer: D
Question # 2
Answer: C
Question # 3
Answer: D
Question # 4
Answer: C
Question # 5
Answer: A

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