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SAP Certified Associate - Data Engineer - Data Fabric Sample Questions (Q54-Q59):

NEW QUESTION # 54
What does a Composite Provider allow you to do in SAP BW/4HANA? Note: There are 3 correct answers to this question.

A. Integrate SAP HANA calculation views.
B. Define new restricted key figures.
C. Join two ABAP CDS views.
D. Combine InfoProviders using Joins Unions.
E. Create new calculated fields.

Answer: B,D,E

Explanation:
AComposite Providerin SAP BW/4HANA is a powerful modeling object that allows you to combine multiple InfoProviders (such as DataStore Objects, InfoCubes, and others) into a single logical entity for reporting and analytics purposes. It provides flexibility in integrating data from various sources within the SAP BW
/4HANA environment. Below is a detailed explanation of why the correct answers are B, C, and E:
* Incorrect: While ABAP CDS (Core Data Services) views are a part of the SAP HANA ecosystem, Composite Providers in SAP BW/4HANA do not directly support joining ABAP CDS views. Instead, Composite Providers focus on combining InfoProviders like ADSOs (Advanced DataStore Objects), InfoCubes, or other Composite Providers. If you need to integrate ABAP CDS views, you would typically use SAP HANA calculation views or expose them via external tools.
Option A: Join two ABAP CDS views
* Correct: One of the key capabilities of a Composite Provider is the ability to createcalculated fields.
These fields allow you to define new metrics or attributes based on existing fields from the underlying InfoProviders. For example, you can calculate a profit margin by dividing revenue by cost. This functionality enhances the analytical capabilities of the Composite Provider.
Option B: Create new calculated fields
* Correct: Composite Providers also allow you to definerestricted key figures. Restricted key figures are used to filter data based on specific criteria, such as restricting sales figures to a particular region or product category. This feature is essential for creating focused and meaningful reports.
Option C: Define new restricted key figures
* Incorrect: While SAP HANA calculation views are widely used for modeling in the SAP HANA environment, Composite Providers in SAP BW/4HANA do not natively integrate these views. Instead, SAP BW/4HANA focuses on its own modeling objects like ADSOs and InfoCubes. However, you can use Open ODS views to integrate SAP HANA calculation views into the BW/4HANA environment.
Option D: Integrate SAP HANA calculation views
* Correct: Composite Providers are specifically designed to combine multiple InfoProviders usingjoinsandunions. Joins allow you to merge data based on common keys, while unions enable you to append data from different sources. This flexibility makes Composite Providers a central tool for integrating data across various InfoProviders in SAP BW/4HANA.
Option E: Combine InfoProviders using Joins Unions
* SAP BW/4HANA Modeling Guide: The official documentation highlights the role of Composite Providers in combining InfoProviders and enabling advanced calculations and restrictions.
* SAP Help Portal: The portal provides detailed information on the differences between Composite Providers and other modeling objects, emphasizing their integration capabilities.
* SAP Data Fabric Architecture: In the context of SAP Data Fabric, Composite Providers align with the goal of providing unified access to data across diverse sources, ensuring seamless integration and analysis.
References to SAP Data Engineer - Data Fabric ConceptsBy understanding the functionalities and limitations of Composite Providers, you can effectively leverage them in SAP BW/4HANA to meet complex business requirements.

NEW QUESTION # 55
The behavior of a modeled dataflow depends on:
*The DataSource with its Delta Management method
*The type of the DataStore object (advanced) used as a target
*The update method of the key figures in the transformation.
Which of the following combinations provides consistent information for the target? Note: There are 3 correct answers to this question.

A. *DataSource with Delta Management method ABR
*DataStore Object (advanced) type Data Mart
*Update method Summation
B. *DataSource with Delta Management method ADD
*DataStore Object (advanced) type Stard
*Update method Move
C. *DataSource with Delta Management method AIE
*DataStore Object (advanced) type Data Mart
*Update method Summation
D. *DataSource with Delta Management method ABR
*DataStore Object (advanced) type Stard
*Update method Move
E. *DataSource with Delta Management method ABR
*DataStore Object (advanced) type Stard
*Update method Summation

Answer: A,D,E

Explanation:
The behavior of a modeled dataflow in SAP BW/4HANA depends on several factors, including theDelta Management methodof the DataSource, thetype of DataStore object (advanced)used as the target, and theupdate methodapplied to key figures in the transformation. To ensure consistent and accurate information in the target, these components must align correctly.
* Option B:
* DataSource with Delta Management method ABR:TheABR (After Image + Before Image) method tracks both the before and after states of changed records. This is ideal for scenarios where updates need to be accurately reflected in the target system.
* DataStore Object (advanced) type Stard:AStaging and Reporting DataStore Object (Stard)is designed for staging data and enabling reporting simultaneously. It supports detailed tracking of changes, making it compatible with ABR.
* Update method Summation:Thesummationupdate method aggregates key figures by adding new values to existing ones. This is suitable for ABR because it ensures that updates are accurately reflected without overwriting previous data.
* Option C:
* DataSource with Delta Management method ABR:As explained above, ABR is ideal for tracking changes.
* DataStore Object (advanced) type Stard:Stard supports detailed tracking of changes, making it compatible with ABR.
* Update method Move:Themoveupdate method overwrites existing key figure values with new ones. This is also valid for ABR because it ensures that the latest state of the data is reflected in the target.
* Option D:
* DataSource with Delta Management method ABR:ABR ensures accurate tracking of changes.
* DataStore Object (advanced) type Data Mart:AData MartDataStore Object is optimized for reporting and analytics. It can handle aggregated data effectively, making it compatible with ABR.
* Update method Summation:Summation is appropriate for aggregating key figures in a Data Mart, ensuring consistent and accurate results.
Correct Combinations:
* Option A:
* DataSource with Delta Management method ADD:TheADDmethod only tracks new records (inserts) and does not handle updates or deletions. This makes it incompatible with Stard and summation/move update methods, which require full change tracking.
* DataStore Object (advanced) type Stard:Stard requires detailed change tracking, which ADD cannot provide.
* Update method Move:Move is not suitable for ADD because it assumes updates or changes to existing data.
* Option E:
* DataSource with Delta Management method AIE:TheAIE (After Image Enhanced)method tracks only the after state of changed records.While it supports some scenarios, it is less comprehensive than ABR and may lead to inconsistencies in certain combinations.
* DataStore Object (advanced) type Data Mart:Data Mart objects require accurate aggregation, which AIE may not fully support.
* Update method Summation:Summation may not work reliably with AIE due to incomplete change tracking.
Incorrect Options:
SAP Data Engineer - Data Fabric Context:In the context ofSAP Data Engineer - Data Fabric, ensuring consistent and accurate dataflows is critical for building reliable data pipelines. The combination of Delta Management methods, DataStore object types, and update methods must align to meet specific business requirements. For example:
* Stardobjects are often used for staging and operational reporting, requiring detailed change tracking.
* Data Martobjects are used for analytics, requiring aggregated and consistent data.
For further details, refer to:
* SAP BW/4HANA Data Modeling Guide: Explains Delta Management methods and their compatibility with DataStore objects.
* SAP Learning Hub: Offers training on designing and implementing dataflows in SAP BW/4HANA.
By selectingB,C, andD, you ensure that the combinations provide consistent and accurate information for the target.

NEW QUESTION # 56
In which ODP context is the operational delta queue (ODQ) managed by the target system?

A. ODP_SAP
B. ODP_CDS
C. ODPJHANA
D. ODP_BW

Answer: C

NEW QUESTION # 57
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. Open operational data store layer
C. Flexible Enterprise Data Warehouse Core layer.
D. Virtual data mart layer

Answer: C

Explanation:
* D. Flexible Enterprise Data Warehouse Core layer: This is the layer of the layered scalable architecture (LSA++) of SAP BW/4HANA that is designed as the main storage for harmonized consistent data. The Flexible Enterprise Data Warehouse Core layer contains the Corporate Memory and the Quality & Harmonization layers, which are used to store and harmonize data from different sources and systems.
The data in this layer is modeled using DataStore objects (advanced) and InfoObjects, and can be accessed by different data marts for reporting and analysis purposes12.
Reference:
* 1 https://help.sap.com/doc/saphelp_nw75/7.5.5/en-
US/4a/124597ca771b41e10000000a421937/content.htm
* 2 https://help.sap.com/doc/r/dd104a87ab9249968e6279e61378ff66/11.0.8/en- US/0062afefa6db41eaa9460afef1894beb.html

NEW QUESTION # 58
You are involved in an SAP BW/4HANA project focusin on General Ledger reporting and want to use the SAP ERP Estandar DataSource oFI_GL_14 (New GL Items).
Which transactions can be used to activate this DataSource? Note: There are 2 correct answers to this question.

A. Transaction RS02 (Maintain Generic DataSource) in the SAP source system
B. Transaction RSA5 (Installation of DataSource from Business Content) in the SAP source system
C. Transaction ODQMON (Monitor Delta Queues) in the SAP Source system
D. Transaction RSA1 (BI Content) in the SAP BW/4HANA system

Answer: B,D

NEW QUESTION # 59
......

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