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Updated: Sep 13, 2026

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Cloudera CDP-3002 Exam Overview:

Certification Vendor:Cloudera
Exam Name:CDP Data Engineer - Certification Exam
Exam Number:CDP-3002
Exam Format:Multiple Choice, Multiple Response, Scenario-Based Questions
Related Certifications:CDP Generalist
Cloudera Certified Data Engineer
Available Languages:English
Exam Price:$330 USD
Certificate Validity Period:3 years
Exam Duration:90 minutes
Real Exam Qty:50
Passing Score:55%
Recommended Training:Apache Iceberg Fundamentals (DENG-152)
Cloudera Data Engineering (DENG-100)
Advanced Spark Performance Tuning (DENG-200)
Exam Registration:Cloudera Certification Portal
Sample Questions:Cloudera CDP-3002 Sample Questions
Exam Way:Online Proctored (remote), no onsite option
Pre Condition:No mandatory prerequisites; recommended experience: 1+ year designing/developing data pipelines with Cloudera tools, Spark, and Airflow
Official Syllabus URL:https://www.cloudera.com/certification/cdp-data-engineer.html

Cloudera CDP-3002 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Integration & Optimization5%- Troubleshooting
  • 1. Resource management
    • 2. Bottleneck identification
      - Hive & Spark Integration
      • 1. Cross-engine query execution
        Topic 2: Deployment & Operations10%- CDP Data Engineering Service
        • 1. Environment configuration
          • 2. API & CLI usage
            - Security & Governance
            • 1. Access control & authentication
              • 2. Data lineage & compliance
                Topic 3: Data Storage & Modeling22%- Apache Iceberg
                • 1. Table management & ACID compliance
                  • 2. Partitioning & layout optimization
                    - Data Formats & Storage
                    • 1. Schema design & evolution
                      • 2. Columnar formats (Parquet, ORC)
                        - Distributed Persistence
                        • 1. HDFS & cloud storage integration
                          • 2. Data locality & access patterns
                            Topic 4: Apache Spark Development & Processing48%- Spark Architecture & Execution Model
                            • 1. Spark application lifecycle
                              • 2. Distributed data processing concepts
                                - Spark SQL & DataFrames
                                • 1. Query optimization & execution plans
                                  • 2. DataFrame/Dataset API usage
                                    - Performance Optimization
                                    • 1. Caching & persistence strategies
                                      • 2. Job tuning, partitioning & bucketing
                                        - Spark Streaming & Structured Streaming
                                        • 1. Micro-batch & stream processing
                                          • 2. Checkpointing & fault tolerance
                                            Topic 5: Workflow Orchestration15%- Apache Airflow
                                            • 1. DAG design & scheduling
                                              • 2. Incremental data extraction
                                                • 3. Task dependencies & error handling
                                                  - Pipeline Development
                                                  • 1. End-to-end data pipeline design
                                                    • 2. Workflow monitoring & alerting

                                                      Cloudera CDP Data Engineer - Certification Sample Questions:

                                                      Question #1

                                                      What does setting the Spark configuration parameter spark.sql.shuffle.partitions impact?

                                                      • A. The serialization format of data
                                                      • B. The compression codec used for shuffle files
                                                      • C. The memory allocation for executor instances
                                                      • D. The default level of parallelism for joins and aggregations
                                                      Reveal Solution  Discussion  0

                                                      Correct Answer: D  🗳️

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                                                      Question #2

                                                      Which tool or API is primarily used for monitoring and inspecting the performance of Spark applications in real-time?
                                                      A Spark History Server

                                                      • A. Apache Ambari
                                                      • B. Spark Web UI
                                                      • C. Hadoop YARN ResourceManager UI
                                                      Reveal Solution  Discussion  0

                                                      Correct Answer: C  🗳️

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                                                      Question #3

                                                      When deploying a Spark application on Cloudera Data Engineering (CDE. service managed on Kubernetes, which command would you use to specify resource requirements such as CPU and memory for the Spark executor?

                                                      • A.
                                                      • B.
                                                      • C.
                                                      • D.
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                                                      Correct Answer: C  🗳️

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                                                      Question #4

                                                      When configuring a Spark job to run on Kubernetes within the Cloudera Data Engineering (CDE. service, which property is crucial for specifying the Docker image to be used by the executors?

                                                      • A. spark.cde.container.image
                                                      • B. spark.kubernetes.container.image
                                                      • C. spark.kubernetes.executor.container.image
                                                      • D. spark.executor.image
                                                      Reveal Solution  Discussion  0

                                                      Correct Answer: C  🗳️

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                                                      Question #5

                                                      In a Kubernetes environment, how does Kubernetes ensure fault tolerance when a pod running a Spark task fails?

                                                      • A. By using a Standby Master setup
                                                      • B. Through Pod Replication with ReplicaSets
                                                      • C. Using a load balancer for master components
                                                      • D. By checkpointing RDDs
                                                      Reveal Solution  Discussion  0

                                                      Correct Answer: B  🗳️

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