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SAP C-BW4H-2404 Exam Syllabus Topics:

Topic
Details

Topic 1

Fundamentals: This portion explores key terminologies, principles, and benefits of SAP BW
4HANA built on SAP HANA technology.

Topic 2

SAP BW Query Design: This portion encompasses the development and implementation of BW queries in the SAP BW
4HANA environment.

Topic 3

SAP BW
4HANA Project and the Modeling Process: This segment offers direction on orchestrating SAP BW
4HANA initiatives.

Topic 4

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 5

Data Modeling and Design: This segment delves into the attributes and features of modeling entities within SAP BW
4HANA and SAP HANA HDI frameworks.

Topic 6

SAP Datasphere: This part investigates the implementation of SAP Datasphere, encompassing its modeling components and the SAP BW bridge capabilities.

Topic 7

Performance Optimization: This section scrutinizes elements associated with enhancing system efficiency.

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SAP Certified Associate - Data Engineer - Data Fabric Sample Questions (Q36-Q41):

NEW QUESTION # 36
In an SAP HANA smart data integration flowgraph, which transformation options are available? Note: There are 3 correct answers to this question.

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

Answer: A,B,E

NEW QUESTION # 37
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 ABR
*DataStore Object (advanced) type Stard
*Update method Summation
C. *DataSource with Delta Management method AIE
*DataStore Object (advanced) type Data Mart
*Update method Summation
D. *DataSource with Delta Management method ADD
*DataStore Object (advanced) type Stard
*Update method Move
E. *DataSource with Delta Management method ABR
*DataStore Object (advanced) type Stard
*Update method Move

Answer: A,B,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 # 38
Where can you use an authorization variable? Note: There are 2 correct answers to this question.

A. In the definition of a query filter
B. In the definition of a restricted key figure
C. In the definition of a characteristic value variable
D. In the definition of a calculated key figure

Answer: A,C

Explanation:
A. Query filter definition:
* Authorization variables can be used to restrict query results dynamically based on user authorizations.
B. Characteristic value variable definition:
* These variables leverage authorizations to restrict the input values for characteristics dynamically during query execution.
References:SAP BW/4HANA Query Design Guide (SAP Help Portal).

NEW QUESTION # 39
You are involved in an SAP BW/4HANA project focusing on General Ledger reporting want to use the SAP ERP stard DataSource OFI_GL_14 (New GL Items) which is not active in your SAP ERP system.
Which transactions can be used to activate this DataSource? Note: There are 2 correct answers to this question.

A. Transaction RSDS (DataSource Repository) in the SAP BW/4HANA system
B. Transaction RSA2 (DataSource Repository) in the SAP ERP system
C. Transaction RSORBCT (Data Warehousing Workbench: BI Content) in the SAP BW/4HANA system
D. Transaction RSA5 (Installation of DataSource from Business Content) in the SAP ERP system

Answer: C,D

NEW QUESTION # 40
Which join types can you use in a Composite Provider? Note: There are 3 correct answers to this question.

A. Inner join
B. Text join
C. Full Outer join
D. Temporal hierarchy join
E. Referential join

Answer: A,C,E

Explanation:
C. Full Outer Join:
* Combines data from both sources, including unmatched rows from either side.
D. Referential Join:
* Optimized join that assumes data consistency between the sources for faster query performance.
E. Inner Join:
* Only combines rows with matching keys in both sources, commonly used for exact matches.
References:SAP BW/4HANA Composite Provider documentation (SAP Help Portal).

NEW QUESTION # 41
......

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