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Cloudera CDP-3002 Actual Tests : CDP Data Engineer - Certification Exam
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Cloudera CDP-3002 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: CDP Platform Operations | 15% | - Cluster Management and Monitoring - Cloudera Flow Management - Data Lake and Storage - Cloudera Data Platform Architecture |
| Topic 2: Data Pipeline Orchestration | 20% | - Error Handling and Retries - Apache Airflow on CDP - Workflow Dependencies - Pipeline Scheduling and Triggers |
| Topic 3: Data Quality and Governance | 15% | - Access Control and Security - Data Validation and Cleansing - Data Catalog and Metadata - Data Lineage |
| Topic 4: Data Ingestion and Integration | 20% | - Stream Data Ingestion - CDC (Change Data Capture) - Data Transformation and ETL - Batch Data Ingestion - Data Federation |
| Topic 5: Data Processing with Spark | 30% | - DataFrame and Dataset APIs - Spark Core Concepts - Spark Performance Optimization - Spark SQL and DataFrames - Spark Structured Streaming |
Cloudera CDP Data Engineer - Certification Sample Questions:
You want to track changes to an Iceberg table over time for auditing purposes. Which combination of Iceberg features would best support this?
- A. Metadata tables and time travel
- B. Snapshots and partition evolution
- C. Hidden partitioning and Iceberg audit logs
- D. Snapshots and manifest lists
Correct Answer: A 🗳️
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Your Spark application encounters performance issues when reading data from a large Hive table. What potential optimization techniques can you explore?
- A. Leverage partition pruning to only read relevant data from the table
- B. Implement custom data compression logic within Spark for improved storage efficiency
- C. Increase the number of Spark executors without further optimization
- D. Use a different file format for the Hive table, like CSV, for faster parsing
Correct Answer: A 🗳️
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A team is planning to use PySpark to read data from an Apache Cassandra database. Which of the following options correctly demonstrates how to load data from a Cassandra table named in the keyspace 'sales'?
- A.
- B.
- C.
- D.
Correct Answer: D 🗳️
Explanation: Only visible for Actual4test members. You can sign-up / login (it's free).
You need to design an Airflow DAG that waits for a specific file to become available before proceeding with the downstream tasks. How can you achieve this dependency?
- A. Configure the source system to notify Airflow when the file is ready for processing.
- B. Schedule the DAG to run periodically, hoping the file becomes available eventually.
- C. Implement a custom loop within a Python operator to continuously check for the file until it appears.
- D. Use the File sensor operator to check for the file's existence and trigger downstream tasks upon its arrival.
Correct Answer: D 🗳️
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In the context of caching data for reuse in Spark, how does the Tungsten project contribute to enhancing memory management and execution efficiency?
- A. By optimizing Spark's internal memory management and data processing operations
- B. By providing a graphical interface for memory management
- C. By enforcing strict data typing to reduce runtime type checking overhead
- D. By rewriting Spark operations in a lower-level language for direct memory access
Correct Answer: A 🗳️
Explanation: Only visible for Actual4test members. You can sign-up / login (it's free).
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