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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Job Control & Runtime Management | 6% | - Monitoring execution status - Error handling and message handlers - Log analysis and troubleshooting |
| Topic 2: Job Design Principles | 12% | - Restart points and checkpoint design - Shared containers and reusable components - Performance-oriented job design - Minimizing sorts and repartitions |
| Topic 3: Deployment & Source Control | 7% | - Source control integration - Export/import of jobs and projects - Job comparison and impact analysis |
| Topic 4: Persistent Storage | 15% | - Sequential File and Data Set stages - File format and record structure - Data import/export operations |
| Topic 5: Database Connectivity | 7% | - SQL pushdown and data type handling - Database Connector stages - Connection configuration and optimization |
| Topic 6: Performance Tuning | 10% | - Sorting and partitioning optimization - Environment variable tuning - Identifying bottlenecks |
| Topic 7: Complex Jobs & Real-Time | 10% | - Information Services Director (ISD) - Real-time integration patterns - Job sequences and dependencies |
| Topic 8: Configuration | 6% | - Configuration file structure - Node pools and parallel environment design - Project and environment setup |
| Topic 9: Data Transformation | 14% | - Slowly Changing Dimension (SCD) stage - Type conversion and derivations - Transformer stage functionality - Change Capture and Apply stages |
| Topic 10: Metadata | 6% | - Schema management and import - Runtime Column Propagation (RCP) - Metadata sharing and reuse |
| Topic 11: Parallel Architecture | 7% | - Parallel execution framework - Environment variables for parallel jobs - Partitioning and collecting methods |
In a Transformer expression for a stage variable, there is a nullable input column. Assume the legacy NULL processing option is turned off. What happens when a row is processed that contains NULL in that input column?
Correct Answer: A 🗳️
Your job is using the Sequential File stage as a source. Identify two stage property configurations that will allow you to accomplish parallel reads? (Choose two.)
Correct Answer: C,D 🗳️
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: A 🗳️
How must the input data set be organized for input into the Join stage? (Choose two.)
Correct Answer: C,E 🗳️
A job using a one-node configuration file writes to a target Sequential File stage. The target Sequential File stage has been set to write to three different sequential files. How many instances of the Sequential File stage will run in parallel?
Correct Answer: A 🗳️
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