CDP-3002 exam dumps

Cloudera CDP-3002 Value Package

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  • Exam Code: CDP-3002
  • Exam Name: CDP Data Engineer - Certification Exam
  • No. of Questions: 320 Questions and Answers
  • Updated: Sep 11, 2026

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  • Total Questions: 320
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  • Total Questions: 320
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  • Total Questions: 320
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Cloudera CDP-3002 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Data Pipeline Orchestration20%- Workflow Dependencies
- Pipeline Scheduling and Triggers
- Error Handling and Retries
- Apache Airflow on CDP
Topic 2: Data Quality and Governance15%- Access Control and Security
- Data Lineage
- Data Validation and Cleansing
- Data Catalog and Metadata
Topic 3: Data Ingestion and Integration20%- Data Federation
- CDC (Change Data Capture)
- Data Transformation and ETL
- Stream Data Ingestion
- Batch Data Ingestion
Topic 4: Data Processing with Spark30%- Spark SQL and DataFrames
- Spark Core Concepts
- Spark Structured Streaming
- DataFrame and Dataset APIs
- Spark Performance Optimization
Topic 5: CDP Platform Operations15%- Cluster Management and Monitoring
- Cloudera Data Platform Architecture
- Data Lake and Storage
- Cloudera Flow Management

Cloudera CDP Data Engineer - Certification Sample Questions:

Which of the following is a best practice for organizing tasks within a DAG in Apache Airflow?

  • A. Group tasks with similar functionalities using SubDAGs for better readability and maintainability.
  • B. Use a single Pythonoperator to execute all tasks as functions for efficiency.
  • C. Dynamically generate tasks at runtime to avoid defining them explicitly in the DAG.
  • D. Place all tasks directly in the root DAG to simplify monitoring and execution.
Answer: A

Explanation: Only visible for PrepAwayETE members. You can sign-up / login (it's free).

When tuning Spark applications, why is it important to adjust the spark.executor.cores configuration?

  • A. To specify the number of tasks that can be run in parallel on a single executor
  • B. To limit the maximum size of Spark's internal data structures
  • C. To directly control the amount of memory available to each executor
  • D. To determine the number of partitions created during shuffle operations
Answer: A

Explanation: Only visible for PrepAwayETE members. You can sign-up / login (it's free).

While working with Spark SQL, you encounter an error message stating "Unable to resolve table 'table_name"'. What could be the potential cause of this error?

  • A. The Spark application doesn't have sufficient permissions to access the table
  • B. The table schema is not compatible with Spark SQL
  • C. The table doesn't exist in the Hive metastore
  • D. All of the above
Answer: D

Explanation: Only visible for PrepAwayETE members. You can sign-up / login (it's free).

Your Spark application encounters frequent failures during the execution of a specific stage. How can you utilize Spark's persistence mechanisms to improve the application's fault tolerance?

  • A. Persist the RDDs used in the failing stage with MEMORY_ONLY storage level
  • B. Implement custom retry logic within the failing stage
  • C. Increase the number of Spark executors to handle potential resource limitations
  • D. Leverage Spark's checkpointing functionality to save application state periodically
Answer: D

Explanation: Only visible for PrepAwayETE members. You can sign-up / login (it's free).

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.
Answer: D

Explanation: Only visible for PrepAwayETE members. You can sign-up / login (it's free).

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