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Cloudera CDP Data Engineer - Certification Sample Questions:
1. Explain the role of Spark MLIib and its functionalities in building machine learning pipelines on Spark.
A) It offers functionalities for data pre-processing, feature engineering, and model training within Spark.
B) Spark MLIib is a comprehensive library for machine learning tasks within Spark
C) It allows integration with external machine learning libraries like TensorFlow or scikit-learn.
D) It provides pre-built machine learning algorithms and tools for building and evaluating models on Spark.
2. How can you secure your data pipelines within the Cloudera Data Engineering service to ensure data privacy and compliance?
A) Employ a layered security approach combining access control, encryption, and audit logging.
B) Implement encryption for data at rest and in transit but ignore user access control.
C) Rely solely on access control lists (ACLs) defined on individual data assets.
D) Utilize Cloudera Manager security features without additional configuration within the Data Engineering service.
3. You need to monitor the performance and resource usage of your Airflow ETL pipelines. How can you achieve this?
A) Utilize Airflow's built-in metrics and monitoring features like the Airflow web UI and command-line tools.
B) Monitor the resource utilization of the entire system, assuming it reflects the pipeline's performance.
C) You cannot directly monitor Airflow pipelines; rely on external monitoring tools for the underlying infrastructure.
D) Implement custom monitoring scripts to track specific metrics not readily available in Airflow.
4. Which Airflow feature allows you to template your tasks, enabling dynamic generation of task parameters such as table names for data quality checks?
A) XComs
B) Jinja Templating
C) Variables
D) Airflow Plugins
5. How can "Explain Plan" help in optimizing query performance regarding data partitioning?
A) By displaying the total size of all partitions
B) By revealing the encryption method used for partitioned data
C) By showing the number of partitions created on the fly
D) By indicating whether the query is able to take advantage of partition pruning
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: A | Question # 3 Answer: A | Question # 4 Answer: B | Question # 5 Answer: D |



