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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	Fundamentals: This portion explores key terminologies, principles, and benefits of SAP BW 4HANA built on SAP HANA technology.
Topic 3	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 4	SAP Datasphere: This part investigates the implementation of SAP Datasphere, encompassing its modeling components and the SAP BW bridge capabilities.
Topic 5	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 6	Data Governance, Security, and Authorization: This part concentrates on safeguarding assets and information within SAP BW 4HANA and SAP HANA ecosystems.
Topic 7	Performance Optimization: This section scrutinizes elements associated with enhancing system efficiency.
Topic 8	SAP BW 4HANA Project and the Modeling Process: This segment offers direction on orchestrating SAP BW 4HANA initiatives.

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SAP Certified Associate - Data Engineer - Data Fabric Sample Questions (Q71-Q76):

NEW QUESTION # 71
Which modeling decisions may have side effects on runtime performance? Note: There are 3 correct answers to this question.

A. Move a characteristic within a DataMart DataStore object to a different group.
B. Uncheck the "Write change log" property for a Stard DataStore Object.
C. Change a time-independent attribute of a characteristic to a time-dependent attribute.
D. Use a transitive attribute instead of an attribute that is directly assigned to a characteristic.
E. Include a characteristic from the underlying DataMart DataStore Object in the CompositeProvider instead of a navigation attribute.

Answer: B,D,E

Explanation:
When modeling data in SAP BW/4HANA, certain decisions can have significant side effects on runtime performance. Let's analyze each option:
* Option A: Use a transitive attribute instead of an attribute that is directly assigned to a characteristic.
Transitive attributes are derived attributes that depend on other attributes in the data model. Using a transitive attribute instead of a directly assigned attribute introduces additional complexity during query execution because the system must calculate the value dynamically based on the underlying relationships. This can lead to slower query performance, especially for large datasets.
* Option B: Uncheck the "Write change log" property for a Standard DataStore Object.Disabling the
"Write change log" property improves performance rather than degrading it. By not writing changes to the change log, the system reduces the overhead associated with tracking historical data. Therefore, this decision does not negatively impact runtime performance.
* Option C: Move a characteristic within a DataMart DataStore object to a different group.Moving a characteristic to a different group within a DataMart DataStore Object primarily affects the logical organization of data but does not directly impact runtime performance. The physical storage and query execution remain unaffected by such changes.
* Option D: Change a time-independent attribute of a characteristic to a time-dependent attribute.
Converting a time-independent attribute to a time-dependent one introduces additional complexity into the data model. Time-dependent attributes require the system to manage multiple versions of the attribute over time, which increases the volume of data and thecomputational effort required for queries.
This can significantly degrade runtime performance, especially for queries involving large datasets or frequent updates.
* Option E: Include a characteristic from the underlying DataMart DataStore Object in the CompositeProvider instead of a navigation attribute.Including a characteristic directly from the underlying DataMart DataStore Object in the CompositeProvider can improve performance compared to using a navigation attribute. Navigation attributes require additional joins during query execution, which can slow down performance. However, if the question implies replacing a navigation attribute with a direct characteristic, this decision can have positive performance implications. Conversely, if the reverse is implied (using navigation attributes instead of direct characteristics), it would degrade performance.
* SAP BW/4HANA Modeling Guide: Explains the impact of transitive attributes, time-dependent attributes, and navigation attributes on query performance.
* SAP Help Portal: Provides detailed documentation on best practices for optimizing data models in SAP BW/4HANA.
* SAP Community Blogs: Experts often discuss the performance implications of various modeling decisions in real-world scenarios.
References:In summary, options A, D, and E involve modeling decisions that can negatively impact runtime performance due to increased computational complexity or additional joins during query execution.

NEW QUESTION # 72
You use InfoObject B as a display attribute for InfoObject A.
Which object properties prevent you from changing InfoObject B into a navigational attribute for InfoObject A? Note: There are 3 correct answers to this question.

A. InfoObject B is defined as a Key Figure.
B. High Cardinality is set in InfoObject B.
C. Conversion Routine "ALPHA" is set in InfoObject A.
D. Attribute Only is set in InfoObject B.
E. Data Type "Character String" is set in InfoObject A.

Answer: A,B,D

Explanation:
In SAP BW/4HANA, when using InfoObjects and their attributes, certain properties of the objects can restrict or prevent specific configurations. Let's analyze each option to determine why B, C, and D are correct:
* Explanation: If an InfoObject is flagged as "Attribute Only," it means that this object is designed exclusively to serve as an attribute for another InfoObject. Such objects cannot be used as navigational attributes because navigational attributes require additional functionality, such as being part of reporting and navigation paths.

NEW QUESTION # 73
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 S/4HANA Model Transfer leverages ABAP CDS views for model generation in SAP Datasphere
B. SAP BW/4HANA Model Transfer leverages BW Queries for model generation in SAP Datasphere.
C. SAP BW bridge Model Transfer leverages BW Modeling tools to import entities into native SAP Datasphere
D. Model Transfer can be leveraged from an On-premise environment to the cloud the other way around.

Answer: A,B

NEW QUESTION # 74
Which SAP BW/4HANA objects can be used as sources of a data transfer process (DTP)? Note: There are 2 correct answers to this question.

A. DataStore Object (advanced)
B. InfoSource
C. Open ODS view
D. CompositeProvider

Answer: A,D

Explanation:
A. DataStore Object (advanced):
* Advanced DSO acts as a source in DTPs for further data processing and loading.
D. CompositeProvider:
* It serves as a source for data transfer processes when combined data from multiple providers is required.
References:SAP BW/4HANA Data Transfer Process documentation (SAP Help Portal).

NEW QUESTION # 75
What are valid options when using the Data Flow feature of SAP Datasphere? Note: There are 3 correct answers to this question.

A. Target mode can be Append Truncate or Delete.
B. NumPy Pas are automatically converted to SQL script.
C. Python language can be used for complex transformation.
D. Data can be combined using Union or Join operators.
E. Remote tables can be used as target objects.

Answer: A,C,D

NEW QUESTION # 76
......

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SAP C-BW4H-2404 Exam Syllabus Topics:

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