CDP Data Engineer - Certification Exam: CDP-3002 Exam
"CDP Data Engineer - Certification Exam", also known as CDP-3002 exam, is a Cloudera Certification. With the complete collection of questions and answers, iPassleader has assembled to take you through 320 Q&As to your CDP-3002 Exam preparation. In the CDP-3002 exam resources, you will cover every field and category in Cloudera Certification Certification helping to ready you for your successful Cloudera Certification.
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- Updated on: Jun 01, 2026
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- Updated on: Jun 01, 2026
- No. of Questions: 320 Questions & Answers
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Cloudera CDP Data Engineer - Certification Sample Questions:
1. In an Airflow DAG, you have tasks A, B, C, and D. Task A must complete before B and C can start, but B and C can run in parallel. Task D should only run once both B and C have completed. How do you set up these dependencies?
A) A]] B ]] C]] D
B) A]] B, C]] D
C) [A ]] B, A]] C] and [B, C] ]] D
D) A.set_downstream([B, C]) and set_upstream([B, C])
2. Your Airflow DAG involves sending notifications upon successful completion of the entire pipeline. How can you achieve this functionality?
A) Utilize Airflow variables to store notification details and access them within the final task.
B) Implement a custom notification script within the final task of the DAG.
C) Configure the Airflow web UI to send alerts based on DAG run status.
D) Use the Email Operator to send an email notification upon successful DAG run completion.
3. What is the primary consideration when choosing the number of buckets in a Hive table?
A) The total storage capacity of the HDFS cluster
B) The expected distribution of data across the bucketing column
C) The number of nodes in the Hadoop cluster
D) The number of rows in each partition
4. You need to design a DAG that can be easily paused, resumed, or skipped based on specific conditions. How can you achieve this functionality?
A) Configure the DAG to run continuously without any manual intervention.
B) Implement custom logic within each task to check for pause or skip conditions.
C) Utilize Airflow pools to dynamically control the execution of tasks based on resource availability.
D) Leverage Airflow XCom to share information about the desired action (pause, resume, skip) between tasks.
5. You need to optimize the performance of a Spark query that involves joining data from multiple Hive tables. What strategies can you employ to improve efficiency?
A) Use broadcast joins for small tables involved in the join operation
B) All of the above
C) Increase the number of Spark executors without any further optimization
D) Pre-partition tables based on the join columns for faster data co-location
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: D | Question # 3 Answer: B | Question # 4 Answer: D | Question # 5 Answer: B |
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