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Cloudera CDP-3002 Exam Syllabus Topics:

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

                                                      Cloudera CDP Data Engineer - Certification Sample Questions:

                                                      1. Your team is deploying a Spark application on a Kubernetes cluster. To ensure high availability, you need to decide how many executor instances to configure. Which of the following configurations in your PySpark application would correctly set the number of executor instances?

                                                      A)

                                                      B)

                                                      C)

                                                      D)


                                                      2. In a PySpark application, you're writing a function that reads a CSV file and shows the first few rows. Which of the following code snippets correctly accomplishes this task?

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


                                                      3. You're debugging a slow-running Spark job writing a large Iceberg table. Which optimization techniques could improve performance? (Choose three.

                                                      A) Using the Z-Order clustering option in Iceberg
                                                      B) Filtering data as early as possible in the Spark transformation pipeline
                                                      C) Converting the DataFrame to RDD for Iceberg writes
                                                      D) Repartitioning the DataFrame before writing to Iceberg
                                                      E) Disabling Spark's adaptive query execution


                                                      4. You are deploying a Spark application in a Kubernetes environment. Your application is designed to process large datasets using Spark's data frame API. You have created a Docker image for your Spark application. Which of the following 'kubectl* commands should you use to deploy your Spark application onto the Kubernetes cluster?

                                                      A) 'kubectl create deployment my-spark-app --image=my-spark-app-image'
                                                      B) *kubectl config set-context -current -namespace=my-spark-app'
                                                      C) *kubectl apply -f spark-app.yamr
                                                      D) 'kubectl expose deployment my-spark-app --type=LoadBalancer -port=808ff


                                                      5. For scripting and automation purposes, how can Cloudera's CLI tools be integrated into administrative workflows?

                                                      A) By creating custom plugins for web browsers to manage Cloudera services.
                                                      B) Incorporating CLI commands into shell scripts or automation tools like Ansible, Chef, or Puppet.
                                                      C) CLI tools cannot be integrated into administrative workflows; they are only for interactive use.
                                                      D) Using exclusively manual CLI commands for each task without automation.


                                                      Solutions:

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

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