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SAP Certified Associate - Data Engineer - Data Fabric Sample Questions (Q53-Q58):

NEW QUESTION # 53
In an SAP HANA smart data integration flowgraph, which transformation options are available? Note:
There are 3 correct answers to this question.

A. Call an ABAP function module
B. Execute an SAP HANA analysis process
C. Combine datasets
D. Execute a stored procedure
E. Split datasets

Answer: C,D,E

NEW QUESTION # 54
You create a DataStore Object(advanced) using the Data Mart DataStore Object modeling property. Which behaviors are specific to this modelling property? Note: There are 2 correct answers to this question.

A. Reporting is done based on a union of the inbound and active tables
B. Query result are shown only when data has been activated
C. The records are treated as if all characteristics are in the key.
D. The change log table will be filled only after data activation

Answer: A,C

Explanation:
* B. Reporting is done based on a union of the inbound and active tables: This is a behavior that is specific to the Data Mart DataStore Object modeling property. The query reads data from both the inbound table and the active table of the DataStore object, which means that it is not necessary to activate the data to be able to see all the data. The data read is consistent and stable, since data is only included up to the first inconsistent request12.
* D. The records are treated as if all characteristics are in the key: This is a behavior that is specific to the Data Mart DataStore Object modeling property. No keys can be specified for this type of DataStore object, but when the data is activated, it is grouped according to the aggregation behavior of all characteristics. Therefore, key figures cannot be overwritten and only additive deltas can be loaded12.
Reference:
* 1 https://help.sap.com/docs/SAP_BW4HANA/107a6e8a38b74ede94c833ca3b7b6f51/1961a9b62f054cc5a4f0d98485b82fa9.html
* 2 https://help.sap.com/docs/r/dd104a87ab9249968e6279e61378ff66/11.1.0/en-US/9cf20bb96e254f6b9b5bf1c9c1413f35.html

NEW QUESTION # 55
You create a transformation from a DataSource to a DataMart Data Store object (advanced) All key figures are updated as Sum.
Which Delta methods indicate that the DataSource provides consistent information for this target? Note:
There are 2 correct answers to this question.

A. ABR
B. AIE
C. AIM
D. ADD

Answer: B,D

Explanation:
* B. ADD: This delta method indicates that the DataSource provides consistent information for this target.
It means that the DataSource delivers additive delta records with after images, which are updated directly in the delta queue. This can support sum aggregation for key figures12.
* D. AIE: This delta method indicates that the DataSource provides consistent information for this target.
It means that the DataSource delivers additive delta records with after images, which are updated in the extraction queue and then transferred to the delta queue. This can support sum aggregation for key figures13.
Reference:
* 1 https://wiki.scn.sap.com/wiki/display/BI/Delta+type+in+BW+Extractors
* 2 https://help.sap.com/doc/saphelp_nw73ehp1/7.31.19/en-
US/4f/18f6aa3fca410ae10000000a42189d/content.htm
* 3 https://help.sap.com/doc/saphelp_nw73ehp1/7.31.19/en-
US/4f/18f6b13fca410ae10000000a42189d/content.htm

NEW QUESTION # 56
Which source systems are supported in SAP BW bridge? Note: There are 3 correct answers to this question.

A. SAP ECC
B. SAP Success Factors
C. SAP S/4HANA Cloud
D. SAP S/4HANA on-premise
E. SAP Ariba

Answer: A,C,D

Explanation:
SAP BW bridge is designed to integrate data from various source systems into SAP BW/4HANA or SAP Datasphere. Let's analyze each option:
* Option A: SAP AribaSAP Ariba is a cloud-based procurement solution and is not directly supported as a source system in SAP BW bridge. While SAP Ariba data can be integrated into SAP systems, it typically requires intermediate tools like SAP Integration Suite or APIs for data extraction.
* Option B: SAP ECCSAP ECC (ERP Central Component) is fully supported as a source system in SAP BW bridge. SAP BW bridge provides connectors and extractors to extract data from SAP ECC systems, enabling seamless integration into SAP BW/4HANA or SAP Datasphere.
* Option C: SAP SuccessFactorsSAP SuccessFactors is a cloud-based human capital management (HCM) solution. It is not natively supported as a source system in SAP BW bridge. Similar to SAP Ariba, integrating data from SAP SuccessFactors typically involves using APIs or middleware solutions.
* Option D: SAP S/4HANA on-premiseSAP S/4HANA on-premise is fully supported as a source system in SAP BW bridge. The bridge provides robust connectivity and extraction capabilities to integrate data from on-premise S/4HANA systems into SAP BW/4HANA or SAP Datasphere.
* Option E: SAP S/4HANA CloudSAP S/4HANA Cloud is also supported as a source system in SAP BW bridge. The bridge leverages APIs and OData services to extract data from S/4HANA Cloud, ensuring compatibility with cloud-based deployments.
* SAP BW Bridge Documentation: Lists the supported source systems and their integration capabilities.
* SAP Help Portal: Provides detailed information on connecting SAP BW bridge to various source systems.
* SAP Integration Guides: Highlight best practices for integrating data from SAP ECC and S/4HANA systems.
References:In summary, the supported source systems in SAP BW bridge areSAP ECC,SAP S/4HANA on- premise, andSAP S/4HANA Cloud.

NEW QUESTION # 57
Which modeling decisions may have side effects on runtime performance? Note: There are 3 correct answers to this question.

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

Answer: A,C,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 # 58
......

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