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Updated: Jun 22, 2026
No. of Questions: 320 Questions & Answers with Testing Engine
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Cloudera CDP Data Engineer - Certification Sample Questions:
1. You're building a Spark application that involves complex iterative data processing. Which option allows you to efficiently access and update intermediate results between iterations?
A) Leverage Spark's in-memory caching capabilities with rdd.cache()
B) Use Spark's broadcast variables for frequently accessed data across iterations
C) Implement custom data structures for managing intermediate data
D) Store intermediate results in temporary tables using Spark SQL
2. You need to design a DAG that can be easily monitored and visualized for performance insights. How can you achieve this?
A) Implement custom logic within each task to send detailed performance metrics to external monitoring tools.
B) Utilize Airflow's built-in metrics and monitoring features like the Airflow web UI to track DAG execution and task performance.
C) All of the above
D) Implement alerts and notifications within the DAG to trigger upon specific events or performance thresholds.
3. You notice a significant performance overhead when persisting a large RDD to disk. What potential factors could contribute to this, and how can you mitigate them?
A) All of the above
B) Insufficient disk space on the cluster nodes
C) Using HDFS as the storage location instead of local disks
D) Inefficient serialization format for the RDD data
4. A data engineer is deploying a Spark application on a Kubernetes cluster. To minimize downtime during updates, which Kubernetes deployment strategy should be considered?
A) Persistent Volumes
B) Rolling Updates
C) Pod Autoscaling
D) Node Affinity
5. In a PySpark application running on Kubernetes, if one of the Executors fails to execute a task due to a node failure, what action does the Spark Driver take?
A) It immediately shuts down the entire application.
B) It pauses the application until the failed Executor is back online.
C) It requests Kubernetes to allocate more resources to the failed Executor.
D) It reschedules the task on a different Executor.
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: B,C | Question # 3 Answer: A | Question # 4 Answer: B | Question # 5 Answer: D |
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