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Cloudera CDP-3002 Exam Syllabus Topics:

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

                                                      Cloudera CDP Data Engineer - Certification Sample Questions:

                                                      Which technologies are typically involved in schema inference processes in Cloudera Data Platform (CDP)?

                                                      • A. Apache NiFi
                                                      • B. Manual scripting
                                                      • C. Apache Avro
                                                      • D. Apache Spark
                                                      • E. Traditional RDBMS
                                                      Reveal Solution  Discussion  0

                                                      Correct Answer: A,C,D  🗳️

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                                                      You're working with a Hive table containing sensitive dat
                                                      a. How can you ensure data security while allowing authorized Spark applications to access the data?
                                                      A Store the data in plain text format and restrict access to the HDFS directory

                                                      • A. Implement custom encryption/decryption logic within your Spark application
                                                      • B. Use separate clusters for Spark and Hive with stricter security controls
                                                      • C. Leverage Cloudera Sentry for role-based access control and data masking
                                                      Reveal Solution  Discussion  0

                                                      Correct Answer: A  🗳️

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                                                      You're working with a team of data engineers who collaborate on developing and maintaining Airflow DAGs. How can you ensure version control and maintain a consistent development workflow?

                                                      • A. Utilize a version control system like Git to track changes in the DAG code and enable collaborative development.
                                                      • B. Store all DAG code in a shared folder on a local file system, relying on manual coordination between team members.
                                                      • C. Implement a custom workflow management system outside of Airflow for managing DAG development.
                                                      • D. Grant full access to the Airflow web Ul to all team members for code modifications, regardless of their roles.
                                                      Reveal Solution  Discussion  0

                                                      Correct Answer: A  🗳️

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                                                      You encounter an error message stating "Task timed out" while running your Airflow DAG. What are some potential causes and how can you troubleshoot them?

                                                      • A. All of the above
                                                      • B. The extraction task is encountering issues connecting to the source system.
                                                      • C. The DAG is running too frequently, overloading the system resources.
                                                      • D. The data processing task is taking longer than the configured timeout for the task.
                                                      Reveal Solution  Discussion  0

                                                      Correct Answer: A  🗳️

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

                                                      You need to migrate a large Hive-managed table into an Iceberg table within CDP while minimizing downtime.
                                                      Which strategy would you consider?

                                                      • A. Export the data from Hive and reload directly into a new Iceberg table.
                                                      • B. Create an external Iceberg table pointing to the existing Hive data and then use Iceberg's INSERT OVERWRITE to copy the data.
                                                      • C. Utilize Iceberg's migration feature to automatically handle the conversion.
                                                      • D. Use the ALTER TABLE statement in Hive to convert the table format to Iceberg.
                                                      Reveal Solution  Discussion  0

                                                      Correct Answer: B  🗳️

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