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Cloudera CDP Data Engineer - Certification Sample Questions:

1. In the context of Cloudera's Optimization Framework, what role does data statistics collection play?

A) It helps the optimizer make informed decisions about data layout and query execution plans
B) It is used to generate more data
C) It provides metadata for security enforcement
D) It reduces the need for data compression

2. You are working with a complex Spark application involving multiple stages, and you want to ensure that later stages only start processing after all data from the previous stage is complete. How can you achieve this dependency management in Spark?

A) Leverage Spark Streaming concepts like micro-batching for real-time data processing
B) Implement custom logic with synchronization mechanisms between stages
C) Use explicit persist() calls with different storage levels for each stage
D) Rely on Spark's lineage tracking and stage boundaries to enforce dependencies

3. How can you secure your data pipelines within the Cloudera Data Engineering service to ensure data privacy and compliance?

A) Implement encryption for data at rest and in transit but ignore user access control.
B) Employ a layered security approach combining access control, encryption, and audit logging.
C) Utilize Cloudera Manager security features without additional configuration within the Data Engineering service.
D) Rely solely on access control lists (ACLs) defined on individual data assets.

4. How can you dynamically generate tasks in Apache Airflow?

A) By using the Jinja templating engine
B) By using Python loops to create tasks during DAG parsing
C) By defining a Python function inside the DAG file
D) By using the Variable feature to store dynamic configurations

5. In the context of packaging a PySpark application, what is the purpose of the 'requirements.txt' file?

A) To list the environment variables needed for the application.
B) To list all the third-party dependencies required by the application.
C) To specify the Python version required for the application.
D) To define the Spark version compatible with the application.

Solutions: