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  1. Home
  2. Cloudera Certification
  3. CDP-3002 Exam
  4. Cloudera.CDP-3002.v2025-09-26.q117 Dumps
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Question 51

You're building an Airflow DAG to automate data quality checks on the output of your ETL pipeline. The checks involve performing various data validation tasks like checking for missing values, ensuring data type consistency, and verifying data integrity based on specific business rules. How can you implement these checks within Airflow?

Correct Answer: C
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Question 52

For automating the deployment of Spark applications within a Cloudera Data Engineering (CDE. environment using the CDE CLI, what is the primary consideration to ensure seamless integration with existing CI/CD pipelines?

Correct Answer: C
The primary consideration for automating the deployment of Spark applications within a CDE environment using the CDE CLI and ensuring seamless integration with existing CI/CD pipelines involves embedding CDE CLI commands within the pipeline scripts and managing credentials securely. This approach allows the automation process to programmatically interact with the CDE service to deploy or update Spark applications, while also emphasizing the importance of secure credential management to protect access to the CDE environment and maintain security best practices.
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Question 53

A data engineer is deploying a Spark application on a Kubernetes cluster. To minimize downtime during updates, which Kubernetes deployment strategy should be considered?

Correct Answer: C
Rolling Updates is the correct Kubernetes deployment strategy to minimize downtime during updates. It ensures that the new version of the application is gradually rolled out while keeping the application available.
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Question 54

You're working with a large Spark DataFrame and need to perform an aggregation operation (e.g., can you improve the performance of the aggregation? SUM, COUNT). How

Correct Answer: D
While increasing executors A might help, it's not the sole solution. Using built-in functions B is essential. Partitioning the DataFrame C based on the column involved in the aggregation reduces data shuffling across the network, significantly improving performance, especially for large datasets.
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Question 55

Which Airflow feature allows you to template your tasks, enabling dynamic generation of task parameters such as table names for data quality checks?

Correct Answer: B
Jinja Templating is a powerful feature in Apache Airflow that allows you to dynamically generate task parameters, including SQL queries, file paths, and other task arguments. This is especially useful for data quality checks where you might need to pass different table names or SQL queries to a task based on the execution date or other workflow parameters.
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