Exam Name: CDP Data Engineer - Certification Exam
Certification Provider: Cloudera
Corresponding Certification: Cloudera Certification
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Cloudera CDP-3002 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Processing with Spark | 30% | - Spark Performance Optimization - DataFrame and Dataset APIs - Spark Core Concepts - Spark Structured Streaming - Spark SQL and DataFrames |
| Topic 2: Data Ingestion and Integration | 20% | - Data Transformation and ETL - Data Federation - CDC (Change Data Capture) - Batch Data Ingestion - Stream Data Ingestion |
| Topic 3: Data Quality and Governance | 15% | - Access Control and Security - Data Lineage - Data Catalog and Metadata - Data Validation and Cleansing |
| Topic 4: CDP Platform Operations | 15% | - Cluster Management and Monitoring - Data Lake and Storage - Cloudera Flow Management - Cloudera Data Platform Architecture |
| Topic 5: Data Pipeline Orchestration | 20% | - Error Handling and Retries - Pipeline Scheduling and Triggers - Apache Airflow on CDP - Workflow Dependencies |
Cloudera CDP Data Engineer - Certification Sample Questions:
For improving join performance, why is it recommended to filter data before joining tables in Apache Spark?
- A. To prepare data for broadcast joins irrespective of size
- B. To enforce strict data typing across joined datasets
- C. To increase the amount of data being shuffled
- D. To reduce the volume of data processed during the join
Correct Answer: D 🗳️
Explanation: Only visible for ITCertMagic members. You can sign-up / login (it's free).
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: A 🗳️
Explanation: Only visible for ITCertMagic members. You can sign-up / login (it's free).
Which of the following is NOT a factor considered by the Optimization Framework when optimizing a query?
- A. The phase of the moon
- B. Data skewness
- C. User-defined functions (UDFs) complexity
- D. Network latency between nodes
Correct Answer: A 🗳️
Explanation: Only visible for ITCertMagic members. You can sign-up / login (it's free).
In the context of dynamic partitioning in Hive, what challenge does the use of too many dynamic partitions in a single load operation present?
- A. It automatically disables the execution of map-reduce jobs.
- B. It simplifies the management of Hive metadata, reducing the load on the NameNode.
- C. It enhances data security by segmenting data into finer-grained partitions.
- D. It can lead to an excessive number of small files, negatively impacting HDFS performance.
Correct Answer: D 🗳️
Explanation: Only visible for ITCertMagic members. You can sign-up / login (it's free).
You're working with a complex data pipeline involving Spark and Hive, and you need to monitor its performance and identify potential bottlenecks. Which tools and techniques can you employ for effective monitoring?
- A. Utilize YARN resource manager and Spark/Hive metrics for detailed monitoring
- B. Manually analyze Spark and Hive logs after job completion
- C. Implement custom instrumentation code within your Spark application
- D. Leverage Spark's web UI and Hive logs for basic information
Correct Answer: A 🗳️
Explanation: Only visible for ITCertMagic members. You can sign-up / login (it's free).
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