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| Section | Weight | Objectives |
|---|---|---|
| Database Connectivity | 7% | - SQL pushdown and data type handling - Database Connector stages - Connection configuration and optimization |
| Complex Jobs & Real-Time | 10% | - Real-time integration patterns - Job sequences and dependencies - Information Services Director (ISD) |
| Metadata | 6% | - Metadata sharing and reuse - Schema management and import - Runtime Column Propagation (RCP) |
| Job Design Principles | 12% | - Performance-oriented job design - Minimizing sorts and repartitions - Restart points and checkpoint design - Shared containers and reusable components |
| Performance Tuning | 10% | - Identifying bottlenecks - Environment variable tuning - Sorting and partitioning optimization |
| Data Transformation | 14% | - Change Capture and Apply stages - Type conversion and derivations - Transformer stage functionality - Slowly Changing Dimension (SCD) stage |
| Configuration | 6% | - Project and environment setup - Node pools and parallel environment design - Configuration file structure |
| Parallel Architecture | 7% | - Parallel execution framework - Partitioning and collecting methods - Environment variables for parallel jobs |
| Deployment & Source Control | 7% | - Source control integration - Job comparison and impact analysis - Export/import of jobs and projects |
| Job Control & Runtime Management | 6% | - Error handling and message handlers - Log analysis and troubleshooting - Monitoring execution status |
| Persistent Storage | 15% | - Sequential File and Data Set stages - Data import/export operations - File format and record structure |
A job design consists of an input Row Generator stage, a Sort stage, followed by a Transformer stage and an output Data Set stage. The job is run on an SMP machine with a configuration file defined with four nodes. The $APT_DISABLE_COMBINATION variable is set to True. How many player processes will this job generate?
Correct Answer: B 🗳️
What is the result of running the following command: dsjob -report DSProject ProcData
Correct Answer: A 🗳️
Which statement describes what happens when Runtime Column Propagation is disabled for a parallel job?
Correct Answer: D 🗳️
Which statement describes a SCD Type One update in the Slowly Changing Dimension stage?
Correct Answer: B 🗳️
You are assigned to correct a job from another developer. The job contains 20 stages sourcing data from two Data Sets and many sequential files. The annotation in the job indicates who wrote the job and when, not the objective of the job. All link and stage names use the default names. One of the output columns has an incorrect value which should have been obtained using a lookup. What could the original developer have done to make this task easier for maintenance purposes?
Correct Answer: A 🗳️
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