Study with CDP-3002 Actual Test Questions
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Updated: Oct 21, 2026
No. of Questions: 320 Questions & Answers with Testing Engine
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Cloudera CDP-3002 Exam Overview:
| Certification Vendor: | Cloudera |
|---|---|
| Exam Name: | Cloudera CDP Data Engineer Certification Exam |
| Exam Number: | CDP-3002 |
| Real Exam Qty: | Approximately 50–60 |
| Exam Price: | USD $195 (may vary by region) |
| Certificate Validity Period: | 2 years |
| Related Certifications: | Cloudera Data Analyst Cloudera Data Platform (CDP) certifications Cloudera Administrator |
| Available Languages: | English |
| Passing Score: | 70% |
| Exam Format: | Multiple choice, Performance-based tasks, Scenario-based questions |
| Exam Duration: | 120 minutes |
| Recommended Training: | Cloudera CDP Hands-on Labs Cloudera Data Engineering Training |
| Exam Registration: | Pearson VUE Registration Cloudera Certification Portal |
| Sample Questions: | Cloudera CDP-3002 Sample Questions |
| Exam Way: | Online proctored exam (typically delivered via Pearson VUE or Cloudera's certification platform) |
| Pre Condition: | No formal prerequisites required. Recommended: hands-on experience with Cloudera Data Platform, Spark, and SQL-based analytics. |
| Official Syllabus URL: | https://www.cloudera.com/certification.html |
Cloudera CDP-3002 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Data Governance and Security | - Data governance
|
| Data Ingestion and Integration | - Batch and streaming ingestion
|
| Data Storage and Modeling | - Data lake architecture
|
| Platform Operations | - Cluster and workload management
|
| Data Processing and Transformation | - SQL analytics engines
|
Cloudera CDP Data Engineer - Certification Sample Questions:
What is the impact of setting the Spark configuration spark.sql.autoBroadcastJoinThreshold to -1?
- A. It increases the threshold for choosing which table to broadcast in a join, potentially improving join performance.
- B. It disables the broadcast join feature, forcing all joins to be shuffled joins.
- C. It automatically selects the optimal threshold for broadcasting based on the cluster's current workload.
- D. It sets an unlimited threshold for broadcasting tables, which may cause out-of-memory errors.
Correct Answer: B 🗳️
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You are setting up a high-availability Spark cluster and need to configure the master node for recovery using ZooKeeper.
Which configuration should be added to the 'spark-defaults.conf' file?
- A.
- B.
- C.
- D.
Correct Answer: B 🗳️
Explanation: Only visible for Actualtests4sure members. You can sign-up / login (it's free).
When using Apache Airflow to schedule quality checks, which strategy helps ensure that checks are only run on the most recent data partition?
A Use the LatestOnlyOperator to skip tasks that are not the latest in a series of executions.
- A. Implement a custom PythonOperator that queries the database for the latest partition.
- B. Utilize the execution_date in your SQL query to target the latest partition.
- C. Apply the depends_on_past=True parameter to the quality check task.
Correct Answer: B 🗳️
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When monitoring a PySpark application in Kubernetes, you notice that Executor pods are frequently restarting. What is the most likely cause of this issue?
- A. Executor pods are not configured to restart upon failure.
- B. Dynamic resource allocation is disabled.
- C. Too many tasks assigned to each Executor.
- D. Insufficient memory allocation for Executor pods.
Correct Answer: D 🗳️
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In a CI/CD pipeline, what is a key consideration when integrating Cloudera Data Engineering (CDE. service API calls for deploying Spark jobs, specifically regarding security?
- A. Disabling TLS for API endpoints to simplify integration
- B. Using generic Spark Docker images for all jobs to avoid API customization
- C. Incorporating API token rotation and secure secret management practices
- D. Hardcoding API keys in the pipeline scripts
Correct Answer: C 🗳️
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