Exam Name: CDP Data Engineer - Certification Exam
Certification Provider: Cloudera
Corresponding Certification: Cloudera Certification
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Updated: Oct 05, 2026
No. of Questions: 320 Questions & Answers with Testing Engine
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Cloudera CDP-3002 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: Data Processing and Transformation | - Spark processing
|
| Topic 2: Data Storage and Modeling | - Data modeling
|
| Topic 3: Data Governance and Security | - Security frameworks
|
| Topic 4: Platform Operations | - Cluster and workload management
|
| Topic 5: Data Ingestion and Integration | - Batch and streaming ingestion
|
Cloudera CDP Data Engineer - Certification Sample Questions:
You're deploying a Spark application in a Kubernetes cluster. Which YAML specification would correctly define a SparkApplication in cluster mode using Scala and the Spark Pi example?
- A. Option B
- B. Option A
- C. Option C
- D. Option D
Correct Answer: C 🗳️
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What role do user-defined functions (UDFs) play in schema inference within SQL-based data processing engines?
- A. They primarily increase the storage requirements for schema metadata.
- B. UDFs restrict the ability of the engine to infer schemas automatically.
- C. UDFs can enhance schema inference by providing custom logic for data interpretation.
- D. They eliminate the need for schema inference by pre-defining data schemas.
Correct Answer: C 🗳️
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Which of the following best describes the benefit of partition pruning in Spark SQL?
- A. It dynamically adjusts partition sizes based on the query execution plan.
- B. It decreases the amount of data shuffled during join operations.
- C. It selectively processes partitions that meet certain criteria, reducing 1/0.
- D. It increases the number of partitions to maximize parallelism.
Correct Answer: C 🗳️
Explanation: Only visible for Lead2PassExam members. You can sign-up / login (it's free).
In the context of schema inference, which component of the Apache Spark ecosystem plays a crucial role in enabling the exploration of semi-structured data?
- A. DataFrame API
- B. Spark SQL
- C. RDD (Resilient Distributed Dataset)
- D. Spark Streaming
Correct Answer: A 🗳️
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How can you ensure that a set of tasks in an Airflow DAG are executed in parallel after a specific initial task is completed?
- A. Use the SequentialExecutor
- B. Use the parallelism parameter in the airflow.cfg file
- C. Set depends_on_past=True for all tasks
- D. Use the ]] and [[ operators to set task dependencies
Correct Answer: D 🗳️
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