Passing exam with CDP-3002 latest training materials
Prepare and pass exam with our Cloudera CDP-3002 training material, here you will achieve your dream easily With TrainingQuiz!
Updated: Jun 24, 2026
No. of Questions: 320 Questions & Answers with Testing Engine
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Cloudera CDP Data Engineer - Certification Sample Questions:
1. You're working with an Airflow DAG that performs data quality checks on sensitive dat a. How can you ensure data security during the checks?
A) All of the above
B) Implement data masking techniques to obfuscate sensitive information during the checks.
C) Utilize environment variables to store sensitive data and access them within the PythonOperator.
D) Store sensitive data like thresholds and comparison values directly within the DAG code.
2. Which data format is recommended in PySpark for efficient storage and processing of large datasets due to its columnar storage and better compression characteristics?
A) CSV
B) JSON
C) Text File
D) Parquet
3. In the context of Hive, what mechanism ensures that data is evenly distributed across buckets?
A) Manual data insertion scripts
B) External data balancing tools
C) Natural key distribution
D) A hash function applied to the bucketing column
4. In Spark, what is the advantage of using the 'coalesce' method over the 'repartition' method when reducing the number of partitions in an RDD?
A) 'coalesce' can increase the number of partitions without shuffling.
B) 'coalesce' triggers a full shuffle of the data, improving data distribution.
C) 'repartition' is incapable of reducing the number of partitions.
D) 'coalesce' reduces the number of partitions without a full data shuffle, enhancing performance.
5. In a meeting about Spark applications deployment on Kubernetes, your team discusses strategies for handling node failures. Which Kubernetes feature should be utilized to maintain high availability in case of node failures?
A Horizontal Pod Autoscaler
A) ReplicaSets
B) Resource Quotas
C) Pod Priority
Solutions:
| Question # 1 Answer: B,C | Question # 2 Answer: D | Question # 3 Answer: D | Question # 4 Answer: D | Question # 5 Answer: C |
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