Last Updated: Sep 11, 2026
No. of Questions: 134 Questions & Answers with Testing Engine
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| Section | Weight | Objectives |
|---|---|---|
| Job Design Principles | 12% | - Performance-oriented job design - Restart points and checkpoint design - Minimizing sorts and repartitions - Shared containers and reusable components |
| Performance Tuning | 10% | - Environment variable tuning - Identifying bottlenecks - Sorting and partitioning optimization |
| Complex Jobs & Real-Time | 10% | - Information Services Director (ISD) - Job sequences and dependencies - Real-time integration patterns |
| Deployment & Source Control | 7% | - Export/import of jobs and projects - Source control integration - Job comparison and impact analysis |
| Parallel Architecture | 7% | - Partitioning and collecting methods - Environment variables for parallel jobs - Parallel execution framework |
| Persistent Storage | 15% | - Data import/export operations - File format and record structure - Sequential File and Data Set stages |
| Data Transformation | 14% | - Transformer stage functionality - Change Capture and Apply stages - Slowly Changing Dimension (SCD) stage - Type conversion and derivations |
| Metadata | 6% | - Runtime Column Propagation (RCP) - Schema management and import - Metadata sharing and reuse |
| Job Control & Runtime Management | 6% | - Log analysis and troubleshooting - Monitoring execution status - Error handling and message handlers |
| Database Connectivity | 7% | - Database Connector stages - Connection configuration and optimization - SQL pushdown and data type handling |
| Configuration | 6% | - Node pools and parallel environment design - Configuration file structure - Project and environment setup |
The ODBC stage can handle which two SQL Server data types? (Choose two.)
Correct Answer: A,C 🗳️
The Change Apply stage produces a change Data Set with a new column representing the code for the type of change. What are two change values identified by these code values? (Choose two.)
Correct Answer: B,E 🗳️
You are experiencing performance issues for a given job. You are assigned the task of understanding what is happening at run time for that job. What step should you take to understand the job performance issues?
Correct Answer: C 🗳️
What two repositories does the Source Code Control Integration for DataStage and QualityStage serve? (Choose two.)
Correct Answer: A,D 🗳️
The parallel framework was extended for real-time applications. Identify two of these aspects. (Choose two.)
Correct Answer: A,E 🗳️
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