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Cloudera CDP-3002 Exam Syllabus Topics:

Cloudera CDP Data Engineer - Certification Sample Questions:

1. When deploying a packaged PySpark application using 'spark-submit', which option is used to include the packaged dependencies?

A) --jars
B) -files
C) --py-files
D) --packages

2. How does Apache NiFi support schema inference during data flow management?

A) Utilizing external schema repositories exclusively for schema management
B) By enforcing static schemas for all data flows
C) Through processors that automatically detect data formats and schemas
D) By manually specifying schemas for each data source

3. Which Spark configuration parameter should be increased to improve performance when dealing with large broadcast variables?

A) spark.driver.memory
B) spark.broadcast.blockSize
C) spark.executor.memory
D) spark.default.parallelism

4. Which Kubernetes tool would you use to access logs from a Spark Driver running in a pod?

A) 'spark-submit'
B) Kubernetes Dashboard
C) 'kubectl exec'
D) 'kubectl logs'

5. Which operator or feature in Apache Airflow can be used to dynamically adjust the schedule of data quality checks based on the volume of incoming data?

A) A custom PythonOperator that modifies the DAG's schedule interval
B) The Scheduler component with dynamic DAG generation
C) The ExternalTaskSensor to trigger data quality checks based on external events
D) The BranchPythonOperator to choose between different scheduling paths

Solutions: