Learn with Cloudera : CDP-3002 training material for 100% pass
Updated: Jul 09, 2026
No. of Questions: 320 Questions & Answers with Testing Engine
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Instantly download CDP-3002 valid practice questions for easy pass
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Cloudera CDP Data Engineer - Certification Sample Questions:
1. You're deploying your Airflow DAGs to a production environment. What are some best practices to ensure reliability and maintainability?
A) Grant full access to the Airflow web UI to everyone for monitoring and troubleshooting purposes.
B) Use the same Airflow environment for development, testing, and production deployments.
C) Schedule DAGs to run as frequently as possible to ensure real-time data processing.
D) Implement version control for your DAG code and configuration files to track changes and facilitate rollbacks.
2. What does the appearance of "Filter Early" in an Explain Plan suggest about the execution strategy of a SQL query in Cloudera's SQL engines?
A) It signals that the query will bypass filtering operations to improve performance
B) It suggests that the query optimizer has chosen to apply filtering operations as early as possible to reduce data volume
C) It indicates that filtering operations are postponed until the end of the query execution
D) It means that all filtering operations are applied after join operations
3. You've discovered that a production Iceberg table has several corrupted data files. Which of the following actions could help address this issue?
A) Restore the table to a previous snapshot using Iceberg's time travel feature.
B) Apply Iceberg's REMOVE ORPHAN FILES procedure.
C) Drop and recreate the Iceberg table from scratch.
D) Run the VACUUM procedure on the Iceberg table.
4. You are processing a large dataset using Spark and need to ensure that the results are available for subsequent stages without recomputing. Which approach achieves this efficiently?
A) Store the data in a temporary table using Spark SQL
B) Use rdd.persist() with the appropriate storage level based on your needs
C) Implement custom logic to save the data to HDFS between stages
D) Leverage Spark's automatic checkpointing mechanism
5. You want to use Spark to perform aggregations on data stored in Hive tables. How can you achieve this efficiently and seamlessly?
A) Implement custom UDFs (User-Defined Functions) in Spark for complex aggregations
B) Write custom aggregation logic using Spark functions and loop through the entire DataFrame
C) Leverage Spark SQL's built-in aggregation functions like SUM and COUNT
D) Use HiveQL's aggregation capabilities and then convert the results back to a Spark DataFrame
Solutions:
| Question # 1 Answer: A,D | Question # 2 Answer: B | Question # 3 Answer: B | Question # 4 Answer: B | Question # 5 Answer: C |
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