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[General] Examcollection C_BW4H_2505 Dumps & Exam Sample C_BW4H_2505 Online

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【General】 Examcollection C_BW4H_2505 Dumps & Exam Sample C_BW4H_2505 Online

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SAP Certified Associate - Data Engineer - SAP BW/4HANA Sample Questions (Q32-Q37):NEW QUESTION # 32
What are some of the advantages of using SAP BW/4HANA business content? Note: There are 2 correctanswers to this question.
  • A. Automatic generation of Analysis Authorizations during SAP BW/4HANA content activation
  • B. Accelerated SAP BW/4HANA implementation using ready-made models
  • C. Ability to modify business content objects to meet customer specific requirements
  • D. Automatic content activation during installation of SAP BW/4HANA
Answer: B,C

NEW QUESTION # 33
An upper-level CompositeProvider compares current values with historic values based on a union operation.
The current values are provided by a DataStore object (advanced) that is updated daily. Historic values are provided by a lower-level CompositeProvider that combines different open ODS views from DataSources.
What can you do to improve the performance of the BW queries that use the upper-level CompositeProvider?
Note: There are 2 correct answers to this question.
  • A. Use the "Generate Dataflow" feature for the Open ODS views load the historic data to the new generated DataStore objects (advanced).
  • B. Use a join node instead of the Union node in the upper-level CompositeProvider.
  • C. Replace the lower-level CompositeProvider with a new DataStore object (advanced) fill it with the same combination of historic data.
  • D. Replace the DataStore object (advanced) for current data by an Open ODS view that accesses the current data directly from the source system.
Answer: A,C
Explanation:
Improving the performance of BW queries that use a CompositeProvider involves optimizing the underlying data sources and their integration. Let's analyze each option to determine why A and D are correct:
* Explanation: CompositeProviders are powerful tools for combining data from multiple sources, but they can introduce performance overhead due to the complexity of union operations. Replacing the lower- level CompositeProvider with a DataStore object (advanced) simplifies the data model and improves query performance. The DataStore object can be preloaded with the combined historic data, eliminating the need for real-time union operations during query execution.
* In SAP BW/4HANA, DataStore objects (advanced) are optimized for high-performance data storage and retrieval. They provide faster access compared to CompositeProviders, especially when dealing with static or semi-static data like historic values.
2. Use a join node instead of the Union node in the upper-level CompositeProvider (Option B) Explanation: Replacing a Union node with a Join node is not always feasible, as these operations serve different purposes. A Union combines data from multiple sources into a single dataset, while a Join merges data based on matching keys. If the data model requires a Union operation, replacing it with a Join would fundamentally alter the query logic and produce incorrect results.
Reference: The choice between Union and Join depends on the business requirements and data relationships.
Performance improvements should focus on optimizing the existing Union operation rather than replacing it with an incompatible operation.
3. Replace the DataStore object (advanced) for current data with an Open ODS view that accesses the current data directly from the source system (Option C)Explanation: Accessing current data directly from the source system via an Open ODS view can introduce latency and increase the load on the source system.
Additionally, this approach bypasses the benefits of staging data in a DataStore object (advanced), such as data cleansing and transformation. For optimal performance, it is better to retain the DataStore object for current data.
Reference: SAP BW/4HANA emphasizes the use of DataStore objects (advanced) for staging and processing data before it is consumed by queries. This ensures consistent performance and reduces dependency on external systems.
4. Use the "Generate Dataflow" feature for the Open ODS views and load the historic data to the newly generated DataStore objects (advanced) (Option D)Explanation: The "Generate Dataflow" feature automates the process of creating dataflows for Open ODS views. By loading historic data into newly generated DataStore objects (advanced), you consolidate the data into a single, optimized storage layer. This eliminates the need for complex unions and improves query performance.
Reference: SAP BW/4HANA provides tools like "Generate Dataflow" to streamline data modeling and integration. Using DataStore objects (advanced) for historic data ensures efficient storage and retrieval.
ConclusionThe correct answers areA (Replace the lower-level CompositeProvider with a new DataStore object (advanced) and fill it with the same combination of historic data)andD (Use the "Generate Dataflow" feature for the Open ODS views and load the historic data to the newly generated DataStore objects (advanced)). These approaches simplify the data model, reduce query complexity, and improve overall performance.

NEW QUESTION # 34
For which requirements do you suggest an SAP HANA modeling focus rather than an focus? Note: There are
2 correctanswers to this question.
  • A. Loading snapshots or deltas from different sources on a periodic basis
  • B. Leveraging SQL in-house knowledge
  • C. Reporting on a harmonized set of master data
  • D. Finding the best match using a fuzzy search
Answer: B,D

NEW QUESTION # 35
In an SAP HANA smart data integration flowgraph, which transformation options are available?Note: There are 3 correctanswers to this question.
  • A. Run an SAP HANA analysis process
  • B. Call an ABAP function module
  • C. Inctude a stored procedure
  • D. Combine datasets
  • E. Split datasets
Answer: C,D,E

NEW QUESTION # 36
Which features of an SAP BW/4HANA InfoObject are intended to reduce physical data storage space? Note:
There are 2 correctanswers to this question.
  • A. Compounding characteristic
  • B. Transitive attribute
  • C. Reference characteristic
  • D. Enhanced master data update
Answer: B,C

NEW QUESTION # 37
......
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