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Cloudera CDP Data Engineer - Certification Sample Questions:

1. You're integrating data quality checks into a complex ETL pipeline with numerous tasks and dependencies. How can you ensure the checks are executed in the correct order and don't interfere with other pipeline tasks?

A) Schedule the data quality checks as a separate DAG and trigger it after the ETL pipeline completes.
B) Utilize Airflow upstream/downstream dependencies to define the execution order between check tasks and other pipeline tasks.
C) Implement a custom script to manage the execution of the data quality checks independently.
D) Run all tasks (ETL and checks) concurrently, assuming they are independent.

2. Which component of the Cloudera Data Engineering service is responsible for managing and scheduling data pipelines?

A) CDH Management Console
B) Cloudera Scheduler
C) Cloudera Manager
D) Cloudera Navigator

3. When creating a partitioned table in Hive, what does the clause PARTITIONED BY specify?

A) The default file format for data storage
B) The replication factor for the HDFS data blocks
C) The column(s) used to divide the table into partitions
D) The compression algorithm used for data storage

4. In a CI/CD pipeline, what is a key consideration when integrating Cloudera Data Engineering (CDE. service API calls for deploying Spark jobs, specifically regarding security?

A) Disabling TLS for API endpoints to simplify integration
B) Hardcoding API keys in the pipeline scripts
C) Incorporating API token rotation and secure secret management practices
D) Using generic Spark Docker images for all jobs to avoid API customization

5. 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 suggests that the query optimizer has chosen to apply filtering operations as early as possible to reduce data volume
B) It indicates that filtering operations are postponed until the end of the query execution
C) It signals that the query will bypass filtering operations to improve performance
D) It means that all filtering operations are applied after join operations

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