Cloudera CDP-3002 : CDP Data Engineer - Certification Exam

CDP-3002 real exams

Exam Code: CDP-3002

Exam Name: CDP Data Engineer - Certification Exam

Updated: Aug 02, 2026

Q & A: 320 Questions and Answers

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Cloudera CDP-3002 Exam Syllabus Topics:

SectionObjectives
Topic 1: Data Processing and Transformation- Spark processing
  • 1. Distributed processing concepts
    • 2. Spark SQL and DataFrames
      - SQL analytics engines
      • 1. Data transformation best practices
        • 2. Hive / Impala query optimization
          Topic 2: Data Storage and Modeling- Data lake architecture
          • 1. HDFS / cloud object storage concepts
            • 2. Partitioning and file formats (Parquet, ORC)
              - Data modeling
              • 1. Schema design for analytics
                • 2. Dimensional modeling concepts
                  Topic 3: Data Ingestion and Integration- Data movement and pipelines
                  • 1. Data flow orchestration
                    • 2. ETL/ELT workflows
                      - Batch and streaming ingestion
                      • 1. Data ingestion patterns in CDP
                        • 2. Apache NiFi / Kafka ingestion concepts
                          Topic 4: 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
                                  Topic 5: Platform Operations- Cluster and workload management
                                  • 1. Monitoring and troubleshooting
                                    • 2. Resource management and scheduling

                                      Cloudera CDP Data Engineer - Certification Sample Questions:

                                      1. You're building an Airflow DAG that consists of multiple interdependent ETL pipelines. How can you ensure they execute in the correct order and avoid conflicts?

                                      A) Schedule each pipeline separately with appropriate scheduling intervals.
                                      B) Utilize Airflow sub-DAGs to group related tasks and define dependencies between them.
                                      C) Implement a custom script to manage the execution order of the pipelines.
                                      D) Run all pipelines simultaneously, assuming they are independent.


                                      2. In the context of data quality checks with Apache Airflow, what is the primary purpose of using the EmailOperator?

                                      A) To collect data from email attachments for quality checks
                                      B) To retry failed tasks via email commands
                                      C) To execute quality checks on email data
                                      D) To notify team members of failed data quality checks


                                      3. 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) Pod Autoscaling
                                      B) Rolling Updates
                                      C) Node Affinity
                                      D) Persistent Volumes


                                      4. You want to schedule your ETL pipeline to run daily at 5:00 AM. How can you configure the DAG's scheduling?

                                      A) Set the schedule_interval parameter to "0 5
                                      B) Define a custom Python function to schedule the DAG at the desired time.
                                      C) Use the cron expression "daily at 5:00".
                                      D) Utilize Airflow triggers to initiate the DAG execution at 5:00 AM daily.


                                      5. How does dynamic schema inference impact the processing of streaming data in real-time analytics platforms?

                                      A) It requires streaming data to be stored before its schema can be inferred.
                                      B) It enables the platform to adapt to changes in data format without downtime.
                                      C) It significantly increases the latency of data processing operations.
                                      D) It decreases the overall throughput of the analytics platform.


                                      Solutions:

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

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