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Updated: Aug 20, 2026
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Cloudera CDP-3002 Exam Overview:
| Certification Vendor: | Cloudera |
| Exam Name: | Cloudera CDP Data Engineer Certification Exam |
| Exam Number: | CDP-3002 |
| Exam Duration: | 120 minutes |
| Exam Price: | USD $195 (may vary by region) |
| Related Certifications: | Cloudera Data Platform (CDP) certifications Cloudera Data Analyst Cloudera Administrator |
| Certificate Validity Period: | 2 years |
| Passing Score: | 70% |
| Exam Format: | Multiple choice, Scenario-based questions, Performance-based tasks |
| Real Exam Qty: | Approximately 50–60 |
| Available Languages: | English |
| Recommended Training: | Cloudera CDP Hands-on Labs Cloudera Data Engineering Training |
| Exam Registration: | Cloudera Certification Portal Pearson VUE Registration |
| 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 |
|---|---|
| Topic 1: Data Storage and Modeling | - Data modeling
|
| Topic 2: Data Ingestion and Integration | - Data movement and pipelines
|
| Topic 3: Platform Operations | - Cluster and workload management
|
| Topic 4: Data Governance and Security | - Data governance
|
| Topic 5: Data Processing and Transformation | - SQL analytics engines
|
Cloudera CDP Data Engineer - Certification Sample Questions:
1. In a PySpark application running on Kubernetes, if one of the Executors fails to execute a task due to a node failure, what action does the Spark Driver take?
A) It pauses the application until the failed Executor is back online.
B) It immediately shuts down the entire application.
C) It requests Kubernetes to allocate more resources to the failed Executor.
D) It reschedules the task on a different Executor.
2. You're tasked with scheduling an ETL pipeline in Airflow that extracts data from a database, transforms it, and loads it into a data warehouse. How can you achieve this using Airflow operators?
A) Utilize Airflow's built-in ETL operators like BigQueryOperator or MySqlOperator (these operators are specific to certain data sources and not generally applicable for all ETL pipelines).
B) Implement a single custom Python script containing the entire ETL logic and call it within a BashOperator.
C) Use three separate Python operators for each stage (extract, transform, loaD. and chain them together in the DAG.
D) Leverage dedicated operators like PostgresHook for extraction, custom Python operators for transformation, and S3Hook for loading.
3. You're facing slow performance in your Spark application due to frequent shuffles. What are some strategies you can employ to optimize shuffle operations and improve performance?
A) Increase the number of executors in your cluster
B) Reduce the number of partitions in your RDDs
C) Use a broadcast variable for small, frequently accessed data
D) All of the above
4. Which of the following is TRUE about using Explain Plans for performance tuning?
A) They provide detailed network latency information
B) They can help identify operations that may become performance bottlenecks
C) Explain Plans always show the actual runtime of a query
D) They are only useful for queries that involve joins
5. You need to handle potential errors and retries within your Airflow ETL pipeline. How can you achieve this functionality?
A) Configure the DAG to retry failed tasks automatically with a set number of retries.
B) Use the BranchPythonOperator to check for specific error conditions and branch the DAG execution accordingly.
C) Implement exception handling within your custom Python operators and define retry behavior manually.
D) All of the above
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: D | Question # 3 Answer: D | Question # 4 Answer: B | Question # 5 Answer: D |
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