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SAP Certified Associate - Data Engineer - Data Fabric Sample Questions (Q67-Q72):

NEW QUESTION # 67
Which source types are available to create a generic DataSource in SAP ERP? Note: There are 3 correct answers to this question.

A. ABAP function module
B. Database view
C. SAP query
D. ABAP class method
E. ABAP managed database procedure

Answer: A,B,C

Explanation:
B. SAP query:
* Allows creating a DataSource based on user-defined queries in the SAP ERP system.
D. ABAP function module:
* Custom function modules enable flexible and tailored data extraction.
E. Database view:
* Direct database views provide an efficient and straightforward way to extract data from underlying tables.
References:SAP ERP DataSource creation documentation (SAP Help Portal - Generic DataSources).

NEW QUESTION # 68
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. InfoSource
B. CompositeProvider
C. Open ODS view
D. DataStore Object (advanced)

Answer: A,D

Explanation:
In SAP BW/4HANA, aData Transfer Process (DTP)is used to transfer data between source and target objects.
The source objects for a DTP must be compatible with the DTP's functionality, which includes extracting, transforming, and loading data. Below is an explanation of the correct answers:
A: DataStore Object (advanced)ADataStore Object (advanced)is a flexible and powerful object in SAP BW
/4HANA that stores detailed data for reporting and analysis. It can serve as a source for a DTP because it supports both inbound and outbound data flows. Data from a DataStore Object (advanced) can be extracted, transformed, and loaded into other objects such as another DataStore Object, InfoCube, or Composite Provider.

NEW QUESTION # 69
For InfoObject "ADDRESS" the High Cardinality flag has been set. However "ADDRESS" has an attribute
"CITY" without the High Cardinality flag. What is the effect on SID values in this scenario?

A. SID values are generated when InfoObject "CITY" is activated.
B. SID values are generated when data for InfoObject "ADDRESS" is loaded.
C. SID values are not stored for InfoObject "ADDRESS".
D. SID values are generated when InfoObject "ADDRESS" is activated.

Answer: B

Explanation:
In SAP BW (Business Warehouse), the concept ofHigh Cardinalityplays a crucial role in determining how data is stored and managed for InfoObjects. Let's break down the scenario described in the question and analyze the effects on SID (Surrogate ID) values:
* InfoObject: An InfoObject is a basic building block in SAP BW, representing a business entity like
"ADDRESS" or "CITY".
* High Cardinality Flag: When this flag is set for an InfoObject, it indicates that the InfoObject has a very large number of distinct values (high cardinality). This affects how SIDs are generated and managed.
* SID (Surrogate ID): A unique identifier assigned to each distinct value of an InfoObject. SIDs are used to optimize query performance and reduce storage requirements.
* InfoObject "ADDRESS": The High Cardinality flag is set for this InfoObject. This means that the system expects a large number of distinct values for "ADDRESS". As a result, SID generation for
"ADDRESS" is deferred until actual data is loaded into the system. This approach avoids unnecessary overhead during activation and ensures efficient storage.
* Attribute "CITY": This attribute does not have the High Cardinality flag set. Therefore, SIDs for
"CITY" will be generated when the InfoObject is activated, as is typical for standard InfoObjects without high cardinality.
* ForInfoObject "ADDRESS", since the High Cardinality flag is set,SID values are NOT generated during activation. Instead, they are generated dynamicallywhen data for "ADDRESS" is loadedinto the system. This behavior aligns with the design principle of high cardinality objects to defer SID generation until runtime.
* Forattribute "CITY", SID values are generated during activation because it does not have the High Cardinality flag set.
Key Concepts:Scenario Analysis:Effects on SID Values:Why Option D is Correct:The correct answer isD.
SID values are generated when data for InfoObject "ADDRESS" is loaded. This is consistent with the behavior of high cardinality InfoObjects in SAP BW. SID generation is deferred until data loading to optimize performance and storage.
* SAP BW Documentation on High Cardinality: SAP BW systems use the High Cardinality flag to manage large datasets efficiently. For high cardinality objects, SIDs are generated at runtime during data loading rather than during activation.
* SAP Note on SID Generation: SAP notes related to SID generation (e.g., Note 2008578) explain the behavior of high cardinality objects and their impact on SID management.
* SAP Data Fabric Best Practices: In scenarios involving high cardinality, deferring SID generation until data loading is recommended to ensure optimal performance and resource utilization.
References:By understanding the implications of the High Cardinality flag and its interaction with attributes, we can confidently conclude that SID values for "ADDRESS" are generated only when data is loaded.

NEW QUESTION # 70
In a DatStore object (advanced) of type Data Mart, which request-based deletion is possibel?

A. The lastest request in the change log table
B. Any older activated reqeust in the inbound table
C. The lastest request in the active data table
D. The lastest not-yet-activated reques in the inbound table

Answer: D

NEW QUESTION # 71
"You created an Open ODS View on an SAP HANA database table to virtually consume the data in SAP BW/4HANA. Real-time reporting requirements have now changed and you are asked to persist the data in SAP BW/4HANA.
Which objects are created when using the ""Generate Data Flow"" function in the Open ODS View editor? Note: There are 3 correct answers to this question."

A. Composite Provider
B. Data Store object (advanced)
C. Data source
D. SAP HANA calculation view.
E. Transformation

Answer: B,C,E

NEW QUESTION # 72
......

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