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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 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
                  Topic 3: Data Governance and Security- Security frameworks
                  • 1. Authentication and authorization in CDP
                    • 2. Ranger / Sentry policies
                      - Data governance
                      • 1. Metadata management
                        • 2. Data lineage and auditing
                          Topic 4: Platform Operations- Cluster and workload management
                          • 1. Monitoring and troubleshooting
                            • 2. Resource management and scheduling
                              Topic 5: Data Ingestion and Integration- Batch and streaming ingestion
                              • 1. Data ingestion patterns in CDP
                                • 2. Apache NiFi / Kafka ingestion concepts
                                  - Data movement and pipelines
                                  • 1. ETL/ELT workflows
                                    • 2. Data flow orchestration

                                      Cloudera CDP Data Engineer - Certification Sample Questions:

                                      1. You're deploying a Spark application in a Kubernetes cluster. Which YAML specification would correctly define a SparkApplication in cluster mode using Scala and the Spark Pi example?

                                      A) Option B
                                      B) Option A
                                      C) Option C
                                      D) Option D


                                      2. What role do user-defined functions (UDFs) play in schema inference within SQL-based data processing engines?

                                      A) They primarily increase the storage requirements for schema metadata.
                                      B) UDFs restrict the ability of the engine to infer schemas automatically.
                                      C) UDFs can enhance schema inference by providing custom logic for data interpretation.
                                      D) They eliminate the need for schema inference by pre-defining data schemas.


                                      3. Which of the following best describes the benefit of partition pruning in Spark SQL?

                                      A) It dynamically adjusts partition sizes based on the query execution plan.
                                      B) It decreases the amount of data shuffled during join operations.
                                      C) It selectively processes partitions that meet certain criteria, reducing 1/0.
                                      D) It increases the number of partitions to maximize parallelism.


                                      4. In the context of schema inference, which component of the Apache Spark ecosystem plays a crucial role in enabling the exploration of semi-structured data?

                                      A) DataFrame API
                                      B) Spark SQL
                                      C) RDD (Resilient Distributed Dataset)
                                      D) Spark Streaming


                                      5. How can you ensure that a set of tasks in an Airflow DAG are executed in parallel after a specific initial task is completed?

                                      A) Use the SequentialExecutor
                                      B) Use the parallelism parameter in the airflow.cfg file
                                      C) Set depends_on_past=True for all tasks
                                      D) Use the ]] and [[ operators to set task dependencies


                                      Solutions:

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

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