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Updated: Sep 06, 2026
No. of Questions: 320 Questions & Answers with Testing Engine
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Cloudera CDP-3002 Exam Overview:
| Certification Vendor: | Cloudera |
|---|---|
| Exam Name: | CDP Data Engineer - Certification Exam |
| Exam Number: | CDP-3002 |
| Related Certifications: | Cloudera Certified Associate (CCA) Data Analyst Cloudera Certified Professional (CCP) Data Engineer |
| Exam Duration: | 120 minutes |
| Real Exam Qty: | 60-70 |
| Exam Price: | USD 295 |
| Passing Score: | 70% |
| Certificate Validity Period: | 2 years |
| Exam Format: | Multiple Choice, Hands-on Lab (Performance-based) |
| Available Languages: | English |
| Sample Questions: | Cloudera CDP-3002 Sample Questions |
| Exam Way: | Online proctored exam at authorized testing centers |
| Pre Condition: | Recommended: Hands-on experience with Cloudera CDP, familiarity with Python/Scala, and understanding of distributed data processing concepts |
| Official Syllabus URL: | https://www.cloudera.com/about/certification/cdp-certification.html |
Cloudera CDP-3002 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: CDP Platform Operations | 15% | - Data Lake and Storage - Cloudera Flow Management - Cluster Management and Monitoring - Cloudera Data Platform Architecture |
| Topic 2: Data Pipeline Orchestration | 20% | - Workflow Dependencies - Apache Airflow on CDP - Error Handling and Retries - Pipeline Scheduling and Triggers |
| Topic 3: Data Quality and Governance | 15% | - Data Validation and Cleansing - Access Control and Security - Data Catalog and Metadata - Data Lineage |
| Topic 4: Data Processing with Spark | 30% | - DataFrame and Dataset APIs - Spark Performance Optimization - Spark Structured Streaming - Spark Core Concepts - Spark SQL and DataFrames |
| Topic 5: Data Ingestion and Integration | 20% | - Data Federation - Stream Data Ingestion - Batch Data Ingestion - CDC (Change Data Capture) - Data Transformation and ETL |
Cloudera CDP Data Engineer - Certification Sample Questions:
Question 1
In Apache Airflow, how can you dynamically generate tasks for each table in your database that needs a quality check?
A. Use the SubDagOperator to create a sub-DAG for each table.
B. Use the Variable feature to store a list of tables and iterate over them with a PythonOperator.
C. Implement a BranchPythonOperator to create branches for each table dynamically.
D. Utilize the Dynamic Task Mapping feature to create a task for each table.
Question 2
In an Airflow DAG, you have tasks A, B, C, and D. Task A must complete before B and C can start, but B and C can run in parallel. Task D should only run once both B and C have completed. How do you set up these dependencies?
A. A]] B, C]] D
B. A.set_downstream([B, C]) and set_upstream([B, C])
C. A]] B ]] C]] D
D. [A ]] B, A]] C] and [B, C] ]] D
Question 3
You are writing a PySpark application where you need to collect the final results from various Executors and present them to the user. Which aspect of the Spark Driver's role is primarily involved in this process?
A. Optimizing resource utilization within the Kubernetes cluster.
B. Collecting final results from Executors and providing the output.
C. Managing Kubernetes API interactions for Executor lifecycle.
D. Constructing the logical plan from the user application.
Question 4
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 ]] and [[ operators to set task dependencies
B. Use the parallelism parameter in the airflow.cfg file
C. Use the SequentialExecutor
D. Set depends_on_past=True for all tasks
Question 5
What is the best practice for handling DAG dependencies in Apache Airflow when one DAG's output is another DAG's input?
A. Directly call one DAG from another using the PythonOperator.
B. Manually trigger the dependent DAG after the first DAG completes.
C. Use the TriggerDagRunOperator to trigger one DAG from another upon completion.
D. Use the ExternalTaskSensor to wait for a task in another DAG to complete.
Solutions:
| Question 1 Answer: D | Question 2 Answer: D | Question 3 Answer: B | Question 4 Answer: A | Question 5 Answer: D |
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