Try and practice the latest Cloudera : CDP-3002 real questions & answers

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Cloudera CDP-3002 Exam Syllabus Topics:

SectionObjectives
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. Data flow orchestration
        • 2. ETL/ELT workflows
          Data Storage and Modeling- Data modeling
          • 1. Schema design for analytics
            • 2. Dimensional modeling concepts
              - Data lake architecture
              • 1. Partitioning and file formats (Parquet, ORC)
                • 2. HDFS / cloud object storage concepts
                  Platform Operations- Cluster and workload management
                  • 1. Resource management and scheduling
                    • 2. Monitoring and troubleshooting
                      Data Governance and Security- Security frameworks
                      • 1. Authentication and authorization in CDP
                        • 2. Ranger / Sentry policies
                          - Data governance
                          • 1. Data lineage and auditing
                            • 2. Metadata management
                              Data Processing and Transformation- SQL analytics engines
                              • 1. Data transformation best practices
                                • 2. Hive / Impala query optimization
                                  - Spark processing
                                  • 1. Spark SQL and DataFrames
                                    • 2. Distributed processing concepts

                                      Cloudera CDP Data Engineer - Certification Sample Questions:

                                      Question 1

                                      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. Hadoop YARN ResourceManager UI
                                      C. Spark Web UI


                                      Question 2

                                      You're developing a Spark application with multiple stages, and you want to ensure that later stages only start processing after all data from the previous stage is complete. How can you achieve this dependency management in Spark?

                                      A. Leverage Spark's lineage tracking and stage boundaries
                                      B. Use explicit rdd.persist() calls in each stage
                                      C. Implement custom logic to track completion of each stage
                                      D. Set appropriate configuration for spark.sql.shuffe.partitions


                                      Question 3

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

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


                                      Question 4

                                      What advanced technique can be used in Hive to optimize queries on bucketed tables by skipping unnecessary data?

                                      A. Manually specifying the buckets to scan during query execution
                                      B. Data encryption at the bucket level
                                      C. Bucket pruning based on query predicates
                                      D. Increasing the replication factor of bucketed data


                                      Question 5

                                      As a data engineer, you are working with PySpark to analyze data stored in an HDFS cluster. You need to read a CSV file into a Spark DataFrame. Which of the following code snippets correctly reads the data from HDFS into a DataFrame?

                                      A.

                                      B.

                                      C.

                                      D.


                                      Solutions:

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

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