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Updated: Oct 09, 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 |
| Certificate Validity Period: | 2 years |
| Real Exam Qty: | Approximately 50–60 |
| Available Languages: | English |
| Exam Price: | USD $195 (may vary by region) |
| Exam Format: | Scenario-based questions, Performance-based tasks, Multiple choice |
| Related Certifications: | Cloudera Data Analyst Cloudera Data Platform (CDP) certifications Cloudera Administrator |
| Exam Duration: | 120 minutes |
| Passing Score: | 70% |
| 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 |
|---|---|
| Data Governance and Security | - Data governance
|
| Platform Operations | - Cluster and workload management
|
| Data Ingestion and Integration | - Batch and streaming ingestion
|
| Data Storage and Modeling | - Data lake architecture
|
| Data Processing and Transformation | - Spark processing
|
Cloudera CDP Data Engineer - Certification Sample Questions:
Why is it recommended to use the DataFrame API over RDDs for most data processing tasks in Spark?
- A. DataFrames require less memory and compute resources compared to RDDs.
- B. DataFrames automatically optimize queries using the Catalyst optimizer and Tungsten execution engine.
- C. DataFrames provide more fine-grained control over partitioning and parallelism.
- D. RDDs are deprecated and will be removed in future versions of Spark.
Correct Answer: B 🗳️
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Your Airflow DAG includes data quality checks that involve comparing data against predefined thresholds or reference datasets. How can you handle potential failures during these checks and ensure the pipeline doesn't proceed with unreliable data?
- A. All of the above
- B. Use the BranchPythonOperator to check the success of the data quality checks and conditionally branch the DAG execution based on the outcome.
- C. Implement custom logic within the PythonOperator to raise exceptions upon failed checks and trigger downstream tasks to handle the error.
- D. Configure the DAG to automatically retry failed tasks associated with the data quality checks.
Correct Answer: A,B 🗳️
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What is the role of a Spark driver in a distributed processing job?
- A. Manages communication between executors and workers
- B. Stores and processes intermediate data
- C. Performs computations on individual data partitions
- D. Coordinates tasks across the cluster
Correct Answer: D 🗳️
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In the context of Hive, what mechanism ensures that data is evenly distributed across buckets?
- A. Manual data insertion scripts
- B. A hash function applied to the bucketing column
- C. Natural key distribution
- D. External data balancing tools
Correct Answer: B 🗳️
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You need to design your Airflow DAG for data quality checks to be scalable and manageable as the number of datasets and checks grows. How can you achieve this?
- A. Leverage external configuration files (e.g., YAML or JSON) to define data quality checks and associated parameters.
- B. Implement a modular design using sub-DAGs, where each sub-DAG encapsulates the data quality checks for a specific dataset.
- C. Hardcode all data quality checks and data sources directly within the DAG code.
- D. Utilize Airflow variables to store configuration details like data source paths and check thresholds.
Correct Answer: A,B 🗳️
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