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SAP Certified Associate - Data Engineer - Data Fabric Sample Questions (Q23-Q28):

NEW QUESTION # 23
Which layer of the layered scalable architecture (LSA++) of SAP BW/4HANA is designed as the main storage for harmonized consistent data?

A. Data Acquisition layer
B. Flexible Enterprise Data Warehouse Core layer
C. Open Operational Data Store layer
D. Virtual Data Mart layer

Answer: B

NEW QUESTION # 24
Which features of an SAP BW/4HANA InfoObject are intended to reduce physical data storage space? Note:
There are 2 correct answers to this question.

A. Compounding characteristic
B. Enhanced master data update
C. Reference characteristic
D. Transitive attribute

Answer: C,D

Explanation:
A. Reference characteristic:
* Reference characteristics allow reusing existing attributes, avoiding redundant storage.
B. Transitive attribute:
* Transitive attributes reduce data storage by establishing indirect relationships, eliminating the need for physically storing all attribute combinations.
References: SAP BW/4HANA InfoObject optimization guide (SAP Help Portal - InfoObjects).

NEW QUESTION # 25
In the Web IDE for SAP HANA workspace, you have imported a project including an HDB module with calculation views. What do you need to do in the project sittings before you can successfully build the HDB module?

A. Reset the project type
B. Define a package
C. Enter an organization
D. Assign a space

Answer: D

NEW QUESTION # 26
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. Include a characteristic from the underlying DataMart DataStore Object in the CompositeProvider instead of a navigation attribute.
C. Change a time-independent attribute of a characteristic to a time-dependent attribute.
D. Uncheck the "Write change log" property for a Stard DataStore Object.
E. Use a transitive attribute instead of an attribute that is directly assigned to a characteristic.

Answer: B,D,E

Explanation:
* Transitive Attribute (Answer A):
* Using transitive attributes introduces additional joins in queries, increasing complexity and affecting performance.
* Disabling Change Log (Answer B):
* Unchecking the change log property can improve load performance but risks losing data change tracking, which may affect downstream reporting.
* Include Characteristics Directly (Answer E):
* Including a characteristic from the underlying DataMart DataStore object reduces runtime overhead compared to navigating attributes indirectly.
* Move Characteristics (Option C):Moving characteristics within a DataStore object has minimal impact on performance.
* Time-Dependent Attribute (Option D):Changing attributes to time-dependent adds metadata but does not significantly affect runtime performance.
Incorrect Options:References:
* SAP BW/4HANA Performance Optimization Guide

NEW QUESTION # 27
What are the possible ways to fill a pre-calculated value set (bucket)? Note: There are 3 correct answers to this question.

A. By entering the values manually
B. By accessing an SAP HANA Calculation View of data category Dimension
C. By using a transformation and data transfer process
D. By referencing a table
E. By using a query

Answer: A,D,E

NEW QUESTION # 28
......

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