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Cloudera CDP Data Engineer - Certification Sample Questions:
1. Explain the concept of lineage tracking in Spark and its benefits for fault tolerance and debugging.
A) Both A and B.
B) It creates a log of all operations performed on data, aiding in debugging issues.
C) Lineage allows for caching intermediate results, improving performance.
D) Lineage tracks the dependencies between data transformations, enabling efficient re-execution on failures.
2. What is the purpose of the Airflow XCom feature?
A) To monitor and log the execution of DAGs
B) To enable communication between tasks in a DAG
C) To execute tasks on remote machines
D) To schedule DAG runs at specific intervals
3. You're provisioning a new Cloudera Data Engineering (CDE. virtual cluster. Which of the following factors should you consider when choosing an appropriate instance type for Iceberg workloads? (Choose two)
A) Whether you require GPU acceleration for machine learning tasks integrated with Iceberg
B) The network bandwidth required by your Iceberg jobs
C) The expected size of your Iceberg tables
D) The complexity of your SQL queries and transformations
E) The type of storage (SSD vs. HDD. needed for optimal performance
4. When creating a data pipeline in the Cloudera Data Engineering service, what is the primary file format used to define the pipeline steps and configuration?
A) JSON
B) Shell script
C) YAML
D) Python script
5. Your team is using PySpark and wants to ensure task re-execution in case of a node failure. What mechanism in Spark ensures that tasks are retried on other nodes upon failure?
A) Checkpointing
B) Task Re-execution
C) Master Node Redundancy
D) Data Replication
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: B | Question # 3 Answer: C,E | Question # 4 Answer: C | Question # 5 Answer: B |



