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  1. Home
  2. Cloudera Certification
  3. CDP-3002 Exam
  4. Cloudera.CDP-3002.v2025-11-21.q109 Dumps
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Question 46

In the context of Cloudera's Optimization Framework, what role does data statistics collection play?

Correct Answer: C
Collecting data statistics (like row counts, data distribution, and column cardinality) is crucial for the optimizer. It uses these statistics to make informed decisions about the most efficient way to execute queries, including data layout and choosing the best execution plan.
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Question 47

A data engineer needs to query a table stored in Apache Hive using SparkSQL. Which of the following commands correctly retrieves data from a Hive table named 'sales data'?

Correct Answer: C
Option C is the correct choice because it uses the 'spark.sql' method to execute a SQL query on a Hive table.
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Question 48

You have an Airflow DAG that includes tasks for data extraction, transformation, and loading. You notice that the transformation tasks are computationally intensive and are causing delays in the DAG's execution. To optimize performance, you decide to offload these tasks to a cloud-based service that can scale dynamically. Which approach ensures minimal changes to the DAG structure while integrating this optimization?

Correct Answer: C
Option C offers a direct and efficient way to integrate the cloud-based service into the existing DAG with minimal changes. By modifying the transformation tasks to use the PythonOperator for making API calls to the cloud service, you can offload the computational work while maintaining the overall structure and logic of the DAG. This approach allows for dynamic scaling of resources on the cloud service and keeps the task orchestration within Airflow. The HttpSensor is primarily used for sensing or polling a condition, not for offloading and executing tasks. The ExternalTaskSensor is designed to wait for a task in a different DAG to complete, which doesn't apply here. The DockerOperator could potentially offload computation but assumes the cloud service can execute Docker containers directly, which may not align with the specific scaling capabilities or interfaces of the service in question.
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Question 49

In Apache Airflow, how can you dynamically generate tasks for each table in your database that needs a quality check?

Correct Answer: C
Dynamic Task Mapping is a feature in Apache Airflow 2.0 and later that allows you to dynamically generate tasks at runtime. This can be used to create a separate quality check task for each table in your database by iterating over a list of tables and generating a task for each one, ensuring all necessary quality checks are automated and scalable.
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Question 50

You want to track changes to an Iceberg table over time for auditing purposes. Which combination of Iceberg features would best support this?

Correct Answer: C
C). The REMOVE ORPHAN FILES procedure is specifically designed to identify and remove files that are no longer referenced in the Iceberg metadata, which often occurs due to corruption.
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