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Cloudera CDP-3002 Exam Syllabus Topics:

SectionObjectives
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
          Platform Operations- Cluster and workload management
          • 1. Monitoring and troubleshooting
            • 2. Resource management and scheduling
              Data Ingestion and Integration- Data movement and pipelines
              • 1. ETL/ELT workflows
                • 2. Data flow orchestration
                  - 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. HDFS / cloud object storage concepts
                            • 2. Partitioning and file formats (Parquet, ORC)
                              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

                                      Cloudera CDP Data Engineer - Certification Sample Questions:

                                      1. You encounter an error message stating "Failed to find persisted data for RDD" in your Spark application. What are the potential causes and how can you troubleshoot them?

                                      A) All of the above
                                      B) The RDD was never persisted, or the storage level was set incorrectly
                                      C) Spark encountered a network issue and couldn't access the persisted data
                                      D) The data might have been corrupted or deleted from the storage location


                                      2. Which of the following is true about persisting RDDs in Apache Spark?
                                      A Persisting an RDD in memory allows for faster access but increases the risk of data loss.

                                      A) It is not possible to persist an RDD using a combination of memory and disk.
                                      B) Using MEMORY_ONLY_SER storage level reduces memory usage but increases CPU usage due to serialization.
                                      C) Persisting an RDD to disk is generally recommended for all RDDs to prevent data loss.


                                      3. What is a primary benefit of schema-on-read compared to schema-on-write in big data processing frameworks?

                                      A) It allows for greater flexibility in data formats and structures at the time of analysis.
                                      B) It mandates manual intervention for each data read operation.
                                      C) It significantly reduces the computational overhead during data ingestion.
                                      D) It requires all data to conform to a rigid schema before storage.


                                      4. In the context of caching data for reuse in Spark, how does the Tungsten project contribute to enhancing memory management and execution efficiency?

                                      A) By optimizing Spark's internal memory management and data processing operations
                                      B) By rewriting Spark operations in a lower-level language for direct memory access
                                      C) By enforcing strict data typing to reduce runtime type checking overhead
                                      D) By providing a graphical interface for memory management


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


                                      Solutions:

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

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