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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 1

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

Correct Answer: A,B,C
A). Repartitioning can help distribute the write workload and improve parallelism. B. Z-Order clustering co-locates related data for faster filtering, improving query performance. C. Filtering early reduces the amount of data processed and written significantly. D. Adaptive query execution can sometimes make incorrect optimizations; disabling it may help in specific scenarios. E. RDDs offer less flexibility and are generally slower than DataFrames for Iceberg. CDP Iceberg
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Question 2

In the context of big data processing, what is a potential downside of relying heavily on schema inference?

Correct Answer: B
While schema inference provides significant flexibility and ease of data processing, it can introduce performance overhead. This overhead arises because the system must dynamically analyze the data structure to infer the schema, which can consume additional computational resources, especially with large volumes of data or complex data structures, potentially impacting overall processing speed.
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Question 3

In optimizing join operations, what role does the Catalyst optimizer in Spark play, specifically regarding join strategies?

Correct Answer: B
The Catalyst optimizer in Spark dynamically selects the most appropriate join strategy based on the query execution plan and the characteristics of the data involved. It considers factors such as the size of the datasets, their distribution, and the available resources to choose between available join strategies (e.g., broadcast join, shuffle hash join, sort merge join) to optimize the query's performance.
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Question 4

You're building an Airflow ETL pipeline that involves data validation checks. How can you integrate these checks into the pipeline and handle potential failures?

Correct Answer: A
Option A is the most appropriate approach for integrating data validation checks within the pipeline. By raising exceptions upon failure, you can control the flow of the DAG and trigger appropriate actions based on the validation results.
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Question 5

Which tool or API is primarily used for monitoring and inspecting the performance of Spark applications in real-time?

Correct Answer: B
The Spark Web UI is a monitoring tool that provides information about the execution of a Spark application. It gives insights into the scheduler stages and tasks, executor usage, storage usage, and environmental settings. It is accessible while the application is running and is the primary tool for real-time performance monitoring. The Spark History Server helps in inspecting the application performance after it has completed. Hadoop YARN ResourceManager UI and Apache Ambari are more generally used for cluster management and monitoring, not specifically for real-time Spark application performance.
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