Try Cloudera : CDP-3002 valid & accurate questions and answers
Updated: Aug 15, 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 |
| Passing Score: | 70% |
| Available Languages: | English |
| Exam Duration: | 120 minutes |
| Certificate Validity Period: | 2 years |
| Related Certifications: | Cloudera Certified Associate (CCA) Data Analyst Cloudera Certified Professional (CCP) Data Engineer |
| Real Exam Qty: | 60-70 |
| Exam Format: | Multiple Choice, Hands-on Lab (Performance-based) |
| Exam Price: | USD 295 |
| 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: Data Processing with Spark | 30% | - Spark Performance Optimization - Spark Core Concepts - DataFrame and Dataset APIs - Spark Structured Streaming - Spark SQL and DataFrames |
| Topic 2: Data Quality and Governance | 15% | - Access Control and Security - Data Validation and Cleansing - Data Lineage - Data Catalog and Metadata |
| Topic 3: Data Ingestion and Integration | 20% | - CDC (Change Data Capture) - Data Transformation and ETL - Batch Data Ingestion - Data Federation - Stream Data Ingestion |
| Topic 4: CDP Platform Operations | 15% | - Cloudera Flow Management - Data Lake and Storage - Cluster Management and Monitoring - Cloudera Data Platform Architecture |
| Topic 5: Data Pipeline Orchestration | 20% | - Apache Airflow on CDP - Pipeline Scheduling and Triggers - Workflow Dependencies - Error Handling and Retries |
Cloudera CDP Data Engineer - Certification Sample Questions:
1. When configuring a Spark job to run on Kubernetes within the Cloudera Data Engineering (CDE. service, which property is crucial for specifying the Docker image to be used by the executors?
A) spark.executor.image
B) spark.kubernetes.container.image
C) spark.kubernetes.executor.container.image
D) spark.cde.container.image
2. Which of the following is a benefit of using RESTful APIs with Cloudera Manager for cluster management?
A) Direct database access to Cloudera Manager's underlying storage mechanism.
B) Increased network latency and overhead.
C) Reduced compatibility with industry-standard tools and protocols.
D) The ability to integrate with continuous integration/continuous deployment (CI/CD. pipelines.
3. Which technologies are typically involved in schema inference processes in Cloudera Data Platform (CDP)?
A) Apache Avro
B) Apache Spark
C) Traditional RDBMS
D) Manual scripting
E) Apache NiFi
4. Which of the following strategies would NOT be recommended for managing skewed data during join operations in Spark?
A) Applying a filter to remove outliers that cause data skewness before joining.
B) Using a broadcast join assuming one dataset is small enough to fit into memory.
C) Salting the keys to distribute the data more evenly across partitions.
D) Increasing the number of partitions to distribute the skewed data more evenly.
5. How can you monitor the storage level and usage of persisted RDDs in your Spark application?
A) Use Spark's web UI and look for information under the "Storage" tab
B) All of the above
C) Manually analyze the Spark application code
D) Leverage Spark metrics like rdd.getStorageLevel() and rdd.getPersistedSize()
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: D | Question # 3 Answer: A,B,E | Question # 4 Answer: A | Question # 5 Answer: B |
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