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Reliable C_BW4H_2404 Practice Exam Learning Materials: SAP Certified Associate - Data Engineer - Data Fabric - VCEPrep

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SAP C_BW4H_2404 Exam Syllabus Topics:

Topic
Details

Topic 1

Data Governance, Security, and Authorization: This part concentrates on safeguarding assets and information within SAP BW
4HANA and SAP HANA ecosystems.

Topic 2

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

Topic 3

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 4

Data Acquisition into SAP BW
4HANA: This section addresses the incorporation of diverse data origins into SAP BW
4HANA and the methodologies for data ingestion.

Topic 5

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

Topic 6

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 7

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

Topic 8

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

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SAP Certified Associate - Data Engineer - Data Fabric Sample Questions (Q57-Q62):

NEW QUESTION # 57
You create a generic DataSource in SAP ERP. "How can you enable your generic DataSource to be used as an ODP_SAP DataSource in SAP BW/4HANA in casa it is not available by default?"

A. Run the program RODPS_OS_EXPOSE in SAP ERP for the DataSource
B. Release the DataSource in SAP BW/4HANA for ODP
C. Add a subscription in SAP ERP using the program RODPS_REPL_TEST.
D. Generate the PSA table of the DataSource in SAP BW/4HANA

Answer: A

Explanation:
* Run the program RODPS_OS_EXPOSE in SAP ERP for the Data-Source: This program can enable a generic DataSource in SAP ERP to be used as an ODP_SAP DataSource in SAP BW/4HANA by exposing it to the ODP framework. This allows the data to be transferred via RFC or HTTP calls without using a PSA layer12.
Reference:
* 1 https://blogs.sap.com/2020/12/25/operational-data-provisioning-simplified/
* 2 https://help.sap.com/docs/SAP_BW4HANA/107a6e8a38b74ede94c833ca3b7b6f51/c6afacb7077648
85a6fb62f511c24f34.html

NEW QUESTION # 58
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 AIE
*DataStore Object (advanced) type Data Mart
*Update method Summation
B. *DataSource with Delta Management method ABR
*DataStore Object (advanced) type Data Mart
*Update method Summation
C. *DataSource with Delta Management method ABR
*DataStore Object (advanced) type Stard
*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,C,E

Explanation:
* Delta Management Method ABR (Answer B, C):
* Appropriate for additive data operations, ensuring consistency in Standard DSOs.
* Delta Management Method AIE (Answer E):
* Captures after-image records effectively, suitable for Data Mart DSOs with summation updates.
* Consistent Update Methods:
* Summation:Aggregates key figure values.
* Move:Transfers records without aggregation.
* Combination with ADD Method (Option A):ADD is less suitable for Standard DSOs with Move updates.
* Incompatible with Data Mart (Option D):ABR is not optimal for Data Marts with summation updates.
Incorrect Options:References:
* SAP BW/4HANA Data Flow Modeling Guide
* Delta Management and Update Rules Documentation

NEW QUESTION # 59
For which requirements do you suggest an SAP HANA modeling focus rather than an SAPBW/4HANA modeling focus? Note: There are 2 correct answers to this question.

A. Leveraging SQL in-house knowledge
B. Reporting on a harmonized set of master data
C. Finding the best match using a fuzzy search
D. Loading snapshots or deltas from different sources on a periodic basis

Answer: A,C

Explanation:
When deciding betweenSAP HANA modelingandSAP BW/4HANA modeling, it is essential to consider the specific requirements of the use case. SAP HANA modeling focuses on leveraging the native capabilities of the SAP HANA database, such as advanced analytics, SQL-based development, and real-time processing. In contrast, SAP BW/4HANA modeling is better suited for structured data integration, harmonization, and reporting scenarios that require predefined data models and governance.
* Finding the best match using a fuzzy search (Option A):SAP HANA provides advanced analytical capabilities, includingfuzzy search, which allows you to find approximate matches for text-based data.
This feature is particularly useful for scenarios like name matching, address validation, or duplicate detection, where exact matches are not always possible.
* Fuzzy search is a native capability of SAP HANA and can be implemented directly in calculation views or SQL scripts.
* While SAP BW/4HANA can integrate with SAP HANA for such functionalities, it is more efficient to implement fuzzy search directly in SAP HANA modeling to take full advantage of its performance and flexibility.
* Leveraging SQL in-house knowledge (Option C):If your team has strong expertise in SQL and prefers to work with SQL-based development, SAP HANA modeling is the better choice. SAP HANA supports SQL scripting and development natively, allowing developers to create complex logic, transformations, and calculations directly in the database layer.
* SAP BW/4HANA, on the other hand, uses a more structured modeling approach (e.g., transformations, DTPs) that may not fully leverage SQL skills.
* By focusing on SAP HANA modeling, you can maximize the use of in-house SQL expertise while maintaining high performance and flexibility.
* Loading snapshots or deltas from different sources on a periodic basis (Option B):This requirement is better suited for SAP BW/4HANA modeling. SAP BW/4HANA provides robust data integration capabilities, including Data Transfer Processes (DTPs) and process chains, which are specifically designed for loading and managing data from multiple sources. These tools offer built-in error handling, scheduling, and monitoring features that simplify periodic data loads.
* Reporting on a harmonized set of master data (Option D):Reporting on harmonized master data is a core strength of SAP BW/4HANA. SAP BW/4HANA excels at integrating, cleansing, and harmonizing data from disparate sources into a unified model. It also provides features like hierarchies, key figure calculations, and query design that are optimized for reporting. SAP HANA modeling, while powerful, does not inherently provide the same level of data governance and harmonization capabilities.
* SAP HANA Modeling Strengths:
* Real-time analytics and advanced algorithms (e.g., predictive analytics, graph processing).
* Flexibility for ad-hoc queries and custom SQL-based logic.
* Native support for advanced search features like fuzzy search.
* SAP BW/4HANA Modeling Strengths:
* Structured data integration and harmonization.
* Predefined data models and governance frameworks.
* Optimized for enterprise-wide reporting and analytics.
* SAP HANA Advanced Analytics Guide:This guide explains how to use SAP HANA's native capabilities, including fuzzy search and SQL scripting, for advanced analytics.
* Link:SAP HANA Advanced Analytics
* SAP BW/4HANA Data Integration Best Practices:This resource highlights the strengths of SAP BW
/4HANA in data integration, harmonization, and reporting scenarios.

NEW QUESTION # 60
Which recommendations should you follow to optimize BW query performance? Note: There are 3 correct answers to this question

A. Use fewer drill-down characteristics in the initial view
B. Use characteristic filters that overlap
C. Use mandatory characteristic value variables
D. Use exclude functions in the restricted key figures
E. Use include functions in the restricted key figures.

Answer: A,C,E

Explanation:
* A. Use fewer drill-down characteristics in the initial view: This can improve the query performance by reducing the amount of data that needs to be transferred and displayed at the start of the query execution. The user can drill down to more details later if needed1.
* D. Use mandatory characteristic value variables: This can improve the query performance by restricting the data selection to a smaller set of values that are relevant for the user. The user can also change the variable values later if needed1.
* E. Use include functions in the restricted key figures: This can improve the query performance by avoiding unnecessary calculations and aggregations that are done when using exclude functions.
Include functions are also more efficient than selections or restricted key figures when filtering data1.
Reference:
* 2 https://blogs.sap.com/2015/04/20/query-performance-optimisation-tips-in-bw-73/
* 1 https://blogs.sap.com/2022/02/02/query-performance-optimization-in-bw-few-tips/
* 3 https://help.sap.com/doc/00f68c2e08b941f081002fd3691d86a7/2022.12/en- us/0471d0ecea4e4677ba29d9ac1496c24c.html
* 4 https://blogs.sap.com/2021/06/02/sap-bw-4hana-performance-optimization-part-i/

NEW QUESTION # 61
With SAP BW/4HANA, the new HANA-optimized business content is designed according to the LSA++ framework. Which tecnical namespace is assigned to identify the new SAP ERP-related business content?

A. /BW4/
B. /IMO/
C. /0SAP/
D. /SFA/

Answer: B

NEW QUESTION # 62
......

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