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SAP C-BW4H-2404 Exam Syllabus Topics:

Topic	Details
Topic 1	SAP BW Query Design: This portion encompasses the development and implementation of BW queries in the SAP BW 4HANA environment.
Topic 2	Data Modeling and Design: This segment delves into the attributes and features of modeling entities within SAP BW 4HANA and SAP HANA HDI frameworks.
Topic 3	SAP BW4HANA Project and Modeling Process: In this topic, candidates learn about how to design and implement efficient data models within environment of the SAP BW 4HANA.
Topic 4	SAP BW 4HANA Project and the Modeling Process: This segment offers direction on orchestrating SAP BW 4HANA initiatives.
Topic 5	Performance Optimization: This section scrutinizes elements associated with enhancing system efficiency.
Topic 6	Data Acquisition into SAP BW 4HANA: This section addresses the incorporation of diverse data origins into SAP BW 4HANA and the methodologies for data ingestion.
Topic 7	Data Governance, Security, and Authorization: This part concentrates on safeguarding assets and information within SAP BW 4HANA and SAP HANA ecosystems.

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SAP Certified Associate - Data Engineer - Data Fabric Sample Questions (Q56-Q61):

NEW QUESTION # 56
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. Replace the lower-level CompositeProvider with a new DataStore object (advanced) fill it with the same combination of historic data.
B. Use the "Generate Dataflow" feature for the Open ODS views load the historic data to the new generated DataStore objects (advanced).
C. Replace the DataStore object (advanced) for current data by an Open ODS view that accesses the current data directly from the source system.
D. Use a join node instead of the Union node in the upper-level CompositeProvider.

Answer: A,B

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.

NEW QUESTION # 57
What are some of the variable types n a BW query that can use the processing tupe SAP HANA Exit. Note: There are 2 correct answers to this question.

A. Text
B. Hierarchy node
C. Formula
D. Charateristic value

Answer: B,D

Explanation:
* C. Characteristic value: This type of variable can use the SAP HANA Exit processing type to determine default values for variables using an AMDP class implementation. This can improve the performance and flexibility of queries that are generated as external SAP HANA views12.
* D. Hierarchy node: This type of variable can use the SAP HANA Exit processing type to determine default values for variables using an AMDP class implementation. This can improve the performance and flexibility of queries that are generated as external SAP HANA views12.
Reference:
* 1 https://help.sap.com/docs/r/107a6e8a38b74ede94c833ca3b7b6f51/1.0.8/en-US/b77f3073e9d842d6959e03e74dcefa09.html
* 2 https://blogs.sap.com/2017/09/29/usage-of-sap-hana-exit-variables-for-a-standard-reporting-scenario/

NEW QUESTION # 58
InfoObject "CITY" is defined as a display attribute for InfoObject "CUSTOMER" InfoObject "COUNTRY" is defined as a display attribute for InfoObject "CITY".In a master data report you want to display the
"COUNTRY" of a "CUSTOMER".
Which options do you have to realize this scenario? Note: There are 3 correct answers to this question.

A. Include "CUSTOMER" to the rows in the BW Query on "CUSTOMER" activate the Universal Display Hierarchy setting.
B. Combine "CUSTOMER" "CITY" "COUNTRY" in an Open ODS View using a sequence of associations.
C. Add "COUNTRY" as a transitive attribute for "CUSTOMER" in InfoObject definition.
D. Combine "CUSTOMER" "CITY" "COUNTRY" in a Composite Provider using a sequence of left outer join operators.
E. Generate external views for "CUSTOMER" "CITY" "COUNTRY" join them in another calculation view.

Answer: B,D,E

Explanation:
B. Generate external views:
* External views allow joining master data and transactional data in SAP HANA Calculation Views for flexible reporting.
C. Composite Provider with left outer joins:
* Composite Providers allow combining data using joins, providing a flexible virtual data mart structure.
E. Open ODS View with associations:
* Open ODS Views enable flexible modeling using associations between different master data entities.
References:SAP BW/4HANA modeling and reporting documentation (SAP Help Portal).

NEW QUESTION # 59
Which of the following factors apply to Model Transfer in the context of Semantic Onboarding? Note: There are 2 correct answers to this question.

A. SAP BW bridge Model Transfer leverages BW Modeling tools to import entities into native SAP Datasphere.
B. SAP S/4HANA Model Transfer leverages ABAP CDS views for model generation in SAP Datasphere.
C. Model Transfer can be leveraged from an On-premise environment to the cloud the other way around.
D. SAP BW/4HANA Model Transfer leverages BW Queries for model generation in SAP Datasphere.

Answer: B,D

Explanation:
* SAP BW/4HANA Model Transfer (Answer A):
* BW Queries provide a structured basis for model generation in SAP Datasphere, ensuring semantic alignment.
* SAP S/4HANA Model Transfer (Answer D):
* ABAP CDS views are used to define the data models for integration into SAP Datasphere, ensuring compatibility and consistency.
* On-Premise to Cloud Transfer (Option B):This is not a key feature of Model Transfer.
* BW Bridge and BW Modeling Tools (Option C):While relevant for integration, they do not directly relate to semantic onboarding.
Incorrect Options:References:
* SAP Datasphere Model Transfer Documentation
* SAP Help Portal - BW/4HANA Integration with Datasphere

NEW QUESTION # 60
What should you consider to optimize BW query performance?

A. Use exclude functions in the restricted key figures
B. Use characteristic filters that overlap
C. Use fewer drill-down characteristics in the initial view
D. Use include functions in the restricted key figures.
E. Use mandatory characteristic value variables

Answer: C,D,E

NEW QUESTION # 61
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