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Cloudera CDP Data Engineer - Certification Sample Questions:

1. In Hive, what impact does setting the hive.exec.dynamic.partition.mode to nonstrict have on dynamic partitioning operations?

A) It restricts the insertion of data to existing partitions only.
B) It allows the creation of new partitions dynamically based on the input data values.
C) It disables dynamic partitioning, requiring all partitions to be predefined.
D) It enforces that at least one static partition be specified in the query.

2. What are the potential trade-offs to consider when using checkpointing in Spark applications?

A) Checkpointing introduces overhead for storing and recovering data, impacting performance
B) Checkpointing requires manual configuration and can be error-prone
C) Checkpointing always improves performance and has no drawbacks
D) All of the above

3. You're implementing a data quality process for Iceberg tables in CDP Which of the following Iceberg features can help you enforce constraints and detect data anomalies? (Choose two)

A) Metadata tables
B) Iceberg table constraints (not yet fully supporteD.
C) Snapshots
D) Partitioning
E) Manifest files

4. You need to enable secure access to Iceberg tables in CDP, controlling permissions at the table, column, and row level. Which of the following approaches would you investigate?

A) Leverage Apache Ranger's integration with Iceberg.
B) Configure role-based access control (RBA directly within Iceberg table properties.
C) Integrate with CDP's Kerberos-based authentication system.
D) Implement custom Spark IJDFs to enforce authorization logic.

5. You need to design a DAG that can be easily monitored and visualized for performance insights. How can you achieve this?

A) Utilize Airflow's built-in metrics and monitoring features like the Airflow web UI to track DAG execution and task performance.
B) Implement alerts and notifications within the DAG to trigger upon specific events or performance thresholds.
C) All of the above
D) Implement custom logic within each task to send detailed performance metrics to external monitoring tools.

Solutions: