Cloudera CDP-3002 Exam : CDP Data Engineer - Certification Exam

CDP-3002
  • Exam Code: CDP-3002
  • Exam Name: CDP Data Engineer - Certification Exam
  • Updated: Oct 06, 2026
  • Q & A: 320 Questions and Answers

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Cloudera CDP-3002 Exam Syllabus Topics:

SectionObjectives
Data Storage and Modeling- Data lake architecture
  • 1. HDFS / cloud object storage concepts
    • 2. Partitioning and file formats (Parquet, ORC)
      - Data modeling
      • 1. Dimensional modeling concepts
        • 2. Schema design for analytics
          Platform Operations- Cluster and workload management
          • 1. Resource management and scheduling
            • 2. Monitoring and troubleshooting
              Data Governance and Security- Data governance
              • 1. Metadata management
                • 2. Data lineage and auditing
                  - Security frameworks
                  • 1. Ranger / Sentry policies
                    • 2. Authentication and authorization in CDP
                      Data Ingestion and Integration- Data movement and pipelines
                      • 1. ETL/ELT workflows
                        • 2. Data flow orchestration
                          - Batch and streaming ingestion
                          • 1. Data ingestion patterns in CDP
                            • 2. Apache NiFi / Kafka ingestion concepts
                              Data Processing and Transformation- SQL analytics engines
                              • 1. Hive / Impala query optimization
                                • 2. Data transformation best practices
                                  - Spark processing
                                  • 1. Spark SQL and DataFrames
                                    • 2. Distributed processing concepts

                                      Cloudera CDP Data Engineer - Certification Sample Questions:

                                      Question #1

                                      Which of the following commands is used to install PySpark in your development environment?

                                      • A. brew install pyspark
                                      • B. npm install pyspark
                                      • C. yarn add pyspark
                                      • D. pip install pyspark
                                      Reveal Solution  Discussion  0

                                      Correct Answer: D  🗳️

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                                      Question #2

                                      In a PySpark application running on Kubernetes, you want to enable dynamic allocation of Executors. Which configuration setting is essential to turn on this feature?

                                      • A. 'spark.kubernetes.executor.dynamicAllocation'
                                      • B. 'spark.executor.instances'
                                      • C. 'spark.dynamicAllocation.enabled'
                                      • D. 'spark.kubernetes.dynamicAllocation.enabled'
                                      Reveal Solution  Discussion  0

                                      Correct Answer: C  🗳️

                                      Explanation: Only visible for Exam4Tests members. You can sign-up / login (it's free).

                                      Question #3

                                      How can you utilize Spark SQL for complex data analysis involving joins and aggregations on large datasets?

                                      • A. Both A and B.
                                      • B. By using Spark ML libraries for machine learning tasks on data.
                                      • C. By directly writing SQL queries against distributed data in Spark.
                                      • D. By implementing custom logic in RDDs for data manipulation.
                                      Reveal Solution  Discussion  0

                                      Correct Answer: C  🗳️

                                      Explanation: Only visible for Exam4Tests members. You can sign-up / login (it's free).

                                      Question #4

                                      Which of the following is TRUE about using Explain Plans for performance tuning?

                                      • A. They provide detailed network latency information
                                      • B. They can help identify operations that may become performance bottlenecks
                                      • C. Explain Plans always show the actual runtime of a query
                                      • D. They are only useful for queries that involve joins
                                      Reveal Solution  Discussion  0

                                      Correct Answer: B  🗳️

                                      Explanation: Only visible for Exam4Tests members. You can sign-up / login (it's free).

                                      Question #5

                                      A data engineer is deploying a Spark application on a Kubernetes cluster. To minimize downtime during updates, which Kubernetes deployment strategy should be considered?

                                      • A. Rolling Updates
                                      • B. Pod Autoscaling
                                      • C. Node Affinity
                                      • D. Persistent Volumes
                                      Reveal Solution  Discussion  0

                                      Correct Answer: A  🗳️

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