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Cloudera CDP-3002 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: Data Ingestion and Integration | - Data movement and pipelines
|
| Topic 2: Data Processing and Transformation | - Spark processing
|
| Topic 3: Platform Operations | - Cluster and workload management
|
| Topic 4: Data Governance and Security | - Data governance
|
| Topic 5: Data Storage and Modeling | - Data lake architecture
|
Cloudera CDP Data Engineer - Certification Sample Questions:
In Apache Airflow, what is a DAG?
- A. A type of operator used for executing Python functions
- B. A collection of tasks with directional dependencies
- C. A visualization tool for monitoring pipeline execution
- D. A programming language used for creating data pipelines
Correct Answer: B 🗳️
Explanation: Only visible for Actual4Exams members. You can sign-up / login (it's free).
You are setting up a Spark Driver pod in Kubernetes and need to specify resource requests and limits. Which of the following configurations ensures that the Spark Driver has at least 1 CPU and 1 Gi of memory but can use up to 2 CPUs and 2 Gi of memory if available?
- A. Option D
- B. Option A
- C. Option C
- D. Option B
Correct Answer: D 🗳️
Explanation: Only visible for Actual4Exams members. You can sign-up / login (it's free).
You want to select specific columns from a Spark DataFrame and rename them. How can you achieve this in Spark SQL?
- A. Use Spark SQL's ALTER TABLE statement to modify the table schema
- B. Use the select() method with column names and aliases within parentheses
- C. Implement custom logic to iterate through the DataFrame and create a new one
- D. Modify the original DataFrame schema directly
Correct Answer: B 🗳️
Explanation: Only visible for Actual4Exams members. You can sign-up / login (it's free).
Due to regulatory requirements, you need to permanently delete specific sensitive records from an Iceberg table. Which of the following techniques would be most appropriate?
- A. Issue a standard Iceberg DELETE query, as deleted data will automatically be expunged from the table.
- B. Implement a custom process, leveraging Iceberg's row-level updates to delete the sensitive records and then using file-level operations to physically remove the data.
- C. Use Iceberg's EXPIRE SNAPSHOTS procedure to remove snapshots containing the sensitive data.
- D. Modify the data files directly using low-level tools to overwrite the sensitive data.
Correct Answer: B 🗳️
Explanation: Only visible for Actual4Exams members. You can sign-up / login (it's free).
What does setting the Spark configuration parameter 'spark.sql.shuffle.partitions' impact?
A The default level of parallelism for joins and aggregations
- A. The compression codec used for shuffle files
- B. The memory allocation for executor instances
- C. The serialization format of data
Correct Answer: C 🗳️
Explanation: Only visible for Actual4Exams members. You can sign-up / login (it's free).
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