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[General] 2026 C-BW4H-2505–100% Free Customized Lab Simulation | Pass-Sure C-BW4H-2505 Lat

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【General】 2026 C-BW4H-2505–100% Free Customized Lab Simulation | Pass-Sure C-BW4H-2505 Lat

Posted at 1/13/2026 06:10:27      View：37 | Replies：1        Print      Only Author   [Copy Link] 1#
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SAP C-BW4H-2505 Exam Syllabus Topics:
TopicDetails
Topic 1
  • Fundamentals: This section of the exam measures the foundational understanding of SAP Consultants and covers essential terms and concepts related to SAP BW
  • 4HANA and SAP Business Data Cloud. It focuses on the core framework and architecture necessary to navigate and work with these platforms.
Topic 2
  • Data Acquisition into SAP BW
  • 4HANA: This section tests how Data Engineers manage data integration into SAP BW
  • 4HANA from multiple sources. It covers essential knowledge of tools and processes used for data extraction, transformation, and loading into the SAP environment.
Topic 3
  • Data Acquisition into SAP HANA: This section evaluates the capacity of SAP Consultants to integrate various data sources into SAP HANA. It assesses their ability to understand different ingestion techniques and ensure data accessibility for processing.
Topic 4
  • SAP Analytics Tools and SAP Analytics Cloud: This section evaluates the skills of SAP Consultants in using tools like SAP Analytics Cloud, Lumira, and Analysis for Office to visualize and interpret data. It focuses on the consultant’s ability to apply business intelligence tools within the SAP ecosystem.
Topic 5
  • SAP BW
  • 4HANA Modeling:This section targets the skills of Data Engineers in selecting appropriate modeling options and applying best practices like LSA++ within SAP BW
  • 4HANA. It focuses on designing scalable, high-performing data models.
Topic 6
  • Native SAP HANA Modeling:This section evaluates the ability of SAP Consultants to describe and apply native modeling options in SAP HANA. It emphasizes understanding how to build optimized data structures directly within the HANA platform.

SAP Certified Associate - Data Engineer - SAP BW/4HANA Sample Questions (Q63-Q68):NEW QUESTION # 63
What are the benefits of separating master data from transactional data in SAP BW/4HANA? Note: There are
3 correct answers to this question.
  • A. Avoiding generation of SID values
  • B. Allowing different data load frequency
  • C. Providing language-dependent master data texts
  • D. Ensuring referential integrity of your transactional data
  • E. Reducing the number of database tables
Answer: B,C,D
Explanation:
InSAP BW/4HANA, separatingmaster datafromtransactional datais a fundamental design principle that provides numerous benefits for data management, reporting, and system performance. Below is an explanation of the correct answers and why they are valid.
* B. Allowing different data load frequency
* Master data (e.g., customer names, product descriptions) typically changes less frequently than transactional data (e.g., sales orders, invoices). By separating these two types of data, you can schedule independent data loads for each.
* For example, master data might be updated weekly or monthly, while transactional data could be loaded daily or even in real-time. This separation ensures efficient data management and reduces unnecessary processing overhead.
* In SAP BW/4HANA, this separation is supported by the use ofInfoObjectsfor master data andDataStore Objects (DSOs)orAdvanced DSOsfor transactional data, allowing flexible scheduling and processing.
C). Ensuring referential integrity of your transactional data
Separating master data from transactional data helps maintainreferential integrityby ensuring that transactional records always reference valid master data entries.
For instance, if a transaction references a product ID, the corresponding product master record must exist in the master data table. This separation simplifies data validation and prevents orphaned or inconsistent data.
Reference: SAP BW/4HANA enforces referential integrity through the use ofSurrogate IDs (SIDs)andmaster data tables, which link transactional data to their corresponding master data attributes.
D). Providing language-dependent master data texts
Master data often includes descriptive texts (e.g., product names, customer addresses) that may need to be displayed in multiple languages for global organizations. By separating master data, SAP BW/4HANA can store language-dependent texts in dedicated tables and retrieve them based on the user's language preference.
For example, a product name can be stored in English, German, and French, and the system will display the appropriate text based on the user's locale.
Reference: SAP BW/4HANA supports multilingual master data through itstext tables, which are linked to master data objects and enable language-dependent reporting.
Incorrect Options:A. Reducing the number of database tables
Separating master data from transactional data actuallyincreasesthe number of database tables because each type of data is stored in its own set of tables.
For example, master data is stored in attribute tables, text tables, and hierarchy tables, while transactional data is stored in fact tables. This separation improves data organization but does not reduce the number of tables.
Reference: The architecture of SAP BW/4HANA explicitly separates master and transactional data into distinct tables to optimize performance and manageability.
E). Avoiding generation of SID values
SID (Surrogate ID) values are essential for linking transactional data to master data in SAP BW/4HANA.
Separating master data from transactional data does not avoid the generation of SIDs; rather, it relies on SIDs to establish relationships between the two.
For example, when a transaction references a customer, the system uses the customer's SID to link the transaction to the corresponding master data record.
Reference: SIDs are a core component of SAP BW/4HANA's data model and are generated automatically when master data is loaded.
Conclusion:The separation ofmaster datafromtransactional datain SAP BW/4HANA provides significant benefits, includingallowing different data load frequencies,ensuring referential integrity, andsupporting language-dependent texts. These advantages contribute to better data management, improved reporting capabilities, and enhanced system performance. The correct answers are thereforeB,C, andD.

NEW QUESTION # 64
You want to create a restricted column in an SAP HANA HDI calculation view.What do you need to define?
Note: There are 2 correctanswers to this question.
  • A. A condition criterion
  • B. An aggregation method
  • C. A reference to an existing measure
  • D. An SAP HANA data type
Answer: A,C

NEW QUESTION # 65
For which requirements do you suggest an SAP HANA modeling focus rather than an SAP BW/4HANA modeling focus? Note: There are 2 correct answers to this question.
  • A. Loading snapshots or deltas from different sources on a periodic basis
  • B. Leveraging SQL in-house knowledge
  • C. Reporting on a harmonized set of master data
  • D. Finding the best match using a fuzzy search
Answer: B,D
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.
Reference: SAP Note 2637890 - Best Practices for Data Integration in SAP BW/4HANA.
By choosingSAP HANA modelingfor requirements like fuzzy search and SQL expertise, you can leverage the database's native capabilities and flexibility, ensuring optimal performance and alignment with your team's skill set.

NEW QUESTION # 66
Which SAP BW/4HANA objects can be used as sources of a data transfer process (DTP)? Note: There are 2 correctanswers to this question.
  • A. CompositeProvider
  • B. DataStore Object (advanced)
  • C. Open ODS view
  • D. InfoSource
Answer: A,B

NEW QUESTION # 67
In an SAP HANA HDI Calculation View, you need to combine attributes data (left table) and the data's language-dependent texts (right table) using a text join.What should you select to restrict the result set to the logon language?
  • A. The language column in the left table
  • B. The logon language in the left table
  • C. The join cardinality between both tables
  • D. The language column in the right table
Answer: D

NEW QUESTION # 68
......
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