Cloudera CDP-3002 : CDP Data Engineer - Certification Exam

  • Exam Code: CDP-3002
  • Exam Name: CDP Data Engineer - Certification Exam
  • Updated: Aug 06, 2026

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Cloudera CDP-3002 Exam Syllabus Topics:

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

                                      Cloudera CDP Data Engineer - Certification Sample Questions:

                                      1. How can you leverage Spark Streaming for real-time data processing and analytics?

                                      A) By implementing custom logic for data ingestion, transformation, and output.
                                      B) Both A and B.
                                      C) By defining a streaming DataFrame with a window function.
                                      D) By utilizing Structured Streaming with Kafka as the source and sink.


                                      2. In the context of improving join performance in Spark, what does "salting" involve?

                                      A) Adding a random prefix to keys to distribute skewed data more evenly
                                      B) Physically co-locating related data on the same node
                                      C) Encrypting the data before performing a join
                                      D) Seasoning the data with random noise for privacy


                                      3. You need to process data stored in AWS S3 using SparkSQL. Which of the following options correctly reads a JSON file stored in S3 into a DataFrame and performs a SQL query on it?

                                      A)

                                      B)

                                      C)

                                      D)


                                      4. What are the potential trade-offs to consider when using checkpointing in Spark applications?

                                      A) Checkpointing always improves performance and has no drawbacks
                                      B) All of the above
                                      C) Checkpointing requires manual configuration and can be error-prone
                                      D) Checkpointing introduces overhead for storing and recovering data, impacting performance


                                      5. You are developing a PySpark application that processes a large dataset. Your application involves a transformation that requires shuffling data across the Executors. Which of the following responsibilities of the Spark Driver is most directly involved in this process?

                                      A) Managing the shuffling and aggregation of data across Executors.
                                      B) Interpreting the user application and creating an execution plan.
                                      C) Monitoring the progress and status of tasks on the Executors.
                                      D) Managing the lifecycle of Executor pods in Kubernetes.


                                      Solutions:

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

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