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Title: Perfect Latest C-BW4H-2505 Exam Papers | 100% Free C-BW4H-2505 Valid Exam Materi [Print This Page]
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Title: Perfect Latest C-BW4H-2505 Exam Papers | 100% Free C-BW4H-2505 Valid Exam Materi
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SAP C-BW4H-2505 Exam Syllabus Topics:
TopicDetails
Topic 1
  • InfoObjects and InfoProviders:This section tests the knowledge of Data Engineers in working with InfoObjects and InfoProviders in SAP BW
  • 4HANA. It involves handling data structures used for organizing, storing, and accessing analytical data.
Topic 2
  • 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 3
  • SAP BW
  • 4HANA Data Flow: This section of the exam measures the practical ability of SAP Consultants to load data within the SAP BW
  • 4HANA environment. It assesses familiarity with data movement and transformation processes across different layers of the system.
Topic 4
  • 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 5
  • SAP BW Query Design: This section of the exam assesses the ability of Data Engineers to create and run queries using SAP BW
  • 4HANA. It evaluates how well candidates can work with query components to retrieve and structure data effectively for reporting and analysis.
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.
Topic 7
  • 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 8
  • 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 9
  • 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.

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SAP Certified Associate - Data Engineer - SAP BW/4HANA Sample Questions (Q69-Q74):NEW QUESTION # 69
Which solution enables advanced Al and machine learning models on combined SAP and third-party data?
Answer: B

NEW QUESTION # 70
Your company manufactures products with country-specific serial numbers.
For this scenario you have created 3 custom characteristics with the technical names "RODUCT"
"COUNTRY" "SERIAL_NO".
How do you need to model the characteristic "RODUCT" to store different attribute values for serial numbers?
Answer: D
Explanation:
In this scenario, the company manufactures products with country-specific serial numbers, and you need to model the characteristic "RODUCT" to store different attribute values for serial numbers. Let's analyze each option:
* Option A: Use "COUNTRY" as a navigation attribute for "RODUCT".Navigation attributes are used to provide additional descriptive information about a characteristic. However, they do not allow for unique identification of specific values (like serial numbers) based on another characteristic. Navigation attributes are typically used for reporting purposes and do not fulfill the requirement of storing different attribute values for serial numbers.
* Option B: Use "SERIAL_NO" as a transitive attribute for "RODUCT".Transitive attributes are derived attributes that depend on other attributes in the data model. They are not suitable for directly storing unique values like serial numbers. Transitive attributes are more about deriving values rather than uniquely identifying them.
* Option C: Use "COUNTRY" as a compounding characteristic for "RODUCT".Compounding characteristics involve combining multiple characteristics into a single key. While this could theoretically work if "COUNTRY" were part of the key, it does not address the requirement of associating serial numbers with products. The primary focus here is on "SERIAL_NO," not
"COUNTRY."
* Option D: Use "SERIAL_NO" as a compounding characteristic for "PRODUCT".This is the correct approach. By defining "SERIAL_NO" as a compounding characteristic for "PRODUCT," you create a composite key that uniquely identifies each product instance based on its serial number. This ensures that different attribute values (e.g., country-specific details) can be stored for each serial number associated with a product.
References:SAP BW/4HANA Modeling Guide: Explains the concept of compounding characteristics and their use cases in modeling scenarios.
SAP Help Portal: Provides detailed documentation on how to define and use compounding characteristics in SAP BW/4HANA.
SAP Community Blogs: Experts often discuss practical examples of using compounding characteristics to handle complex data relationships.
By using "SERIAL_NO" as a compounding characteristic for "PRODUCT," you ensure that the data model supports the storage of unique attribute values for each serial number, meeting the business requirement effectively.

NEW QUESTION # 71
Which layer of the layered scalable architecture (LSA++) of SAP BW/4HANA is designed as the main storage for harmonized consistent data?
Answer: B
Explanation:
TheLayered Scalable Architecture (LSA++)of SAP BW/4HANA is a modern data warehousing architecture designed to simplify and optimize the data modeling process. It provides a structured approach to organizing data layers, ensuring scalability, flexibility, and consistency in data management. Each layer in the LSA++ architecture serves a specific purpose, and understanding these layers is critical for designing an efficient SAP BW/4HANA system.
* LSA++ Overview:The LSA++ architecture replaces the traditional Layered Scalable Architecture (LSA) with a more streamlined and flexible design. It reduces complexity by eliminating unnecessary layers and focusing on core functionalities. The main layers in LSA++ include:
* Data Acquisition Layer: Handles raw data extraction and staging.
* Open Operational Data Store (ODS) Layer: Provides operational reporting and real-time analytics.
* Flexible Enterprise Data Warehouse (EDW) Core Layer: Acts as the central storage for harmonized and consistent data.
* Virtual Data Mart Layer: Enables virtual access to external data sources without physically storing the data.
* Flexible EDW Core Layer:TheFlexible EDW Core layeris the heart of the LSA++ architecture. It is designed to store harmonized, consistent, and reusable data that serves as the foundation for reporting, analytics, and downstream data marts. This layer ensures data quality, consistency, and alignment with business rules, making it the primary storage for enterprise-wide data.
* Other Layers:
* Data Acquisition Layer: Focuses on extracting and loading raw data from source systems into the staging area.It does not store harmonized or consistent data.
* Open ODS Layer: Provides operational reporting capabilities and supports real-time analytics.
However, it is not the main storage for harmonized data.
* Virtual Data Mart Layer: Enables virtual access to external data sources, such as SAP HANA views or third-party systems.It does not store data physically.
* Option A: Open Operational Data Store layerThis option is incorrect because the Open ODS layer is primarily used for operational reporting and real-time analytics. While it stores data, it is not the main storage for harmonized and consistent data.
* Option B: Data Acquisition layerThis option is incorrect because the Data Acquisition layer is responsible for extracting and staging raw data from source systems. It does not store harmonized or consistent data.
* Option C: Flexible Enterprise Data Warehouse Core layerThis option is correct because the Flexible EDW Core layer is specifically designed as the main storage for harmonized, consistent, and reusable data. It ensures data quality and alignment with business rules, making it the central repository for enterprise-wide analytics.
* Option D: Virtual Data Mart layerThis option is incorrect because the Virtual Data Mart layer provides virtual access to external data sources. It does not store data physically and is not the main storage for harmonized data.
* SAP BW/4HANA Modeling Guide: The official documentation highlights the role of the Flexible EDW Core layer as the central storage for harmonized and consistent data. It emphasizes the importance of this layer in ensuring data quality and reusability.
* SAP Note 2700850: This note explains the LSA++ architecture and its layers, providing detailed insights into the purpose and functionality of each layer.
* SAP Best Practices for BW/4HANA: SAP recommends using the Flexible EDW Core layer as the foundation for building enterprise-wide data models.It ensures scalability, flexibility, and consistency in data management.
Key Concepts:Verified Answer Explanation:SAP Documentation and Referencesractical Implications:
When designing an SAP BW/4HANA system, it is essential to:
* Use the Flexible EDW Core layer as the central repository for harmonized and consistent data.
* Leverage the Open ODS layer for operational reporting and real-time analytics.
* Utilize the Virtual Data Mart layer for accessing external data sources without physical storage.
By adhering to these principles, you can ensure that your data architecture is aligned with best practices and optimized for performance and scalability.
References:
SAP BW/4HANA Modeling Guide
SAP Note 2700850: LSA++ Architecture and Layers
SAP Best Practices for BW/4HANA

NEW QUESTION # 72
You want to access data from a table residing in an external database using an SAP HANA SDA remote source.Which other SAP HANA element is required to access its data?
Answer: B

NEW QUESTION # 73
Which of the following are possible delta-specific fields for a generic DataSource in SAP S/4HANA? Note:
There are 3 correct answers to this question.
Answer: A,B,C
Explanation:
In SAP S/4HANA,delta-specific fieldsare used to identify and extract only the changes (deltas) in data since the last extraction. These fields are critical for ensuring efficient data replication and minimizing the volume of data transferred between systems. For ageneric DataSource, the following delta-specific fields are commonly used:
* Calendar Day (A):Thecalendar dayfield is often used as a delta-specific field to track changes based on the date when the data was modified. This is particularly useful for scenarios where data changes are logged daily, such as transactional or master data updates. By filtering records based on the calendar day, you can extract only the relevant changes.
* Record Mode (D):Therecord modefield indicates the type of change that occurred for a specific record (e.g., insert, update, or delete). This field is essential for delta management because it allows the system to distinguish between new records, updated records, and deleted records. For example:
* "N" (New) for inserts.
* "U" (Update) for updates.
* "D" (Delete) for deletions.
* Time Stamp (E):Thetime stampfield captures the exact date and time when a record was created or modified. This is one of the most common delta-specific fields because it provides precise information about when changes occurred. By comparing the time stamp of the last extraction with the current data, you can extract only the changes made after the last run.
* Request ID (B):Therequest IDis not typically used as a delta-specific field. It identifies the extraction request but does not provide information about the changes in the data itself. Instead, it is used internally by the system to track extraction processes.
* Numeric Pointer (C):Anumeric pointeris another internal mechanism used by SAP to manage delta queues. However, it is not a delta-specific field that can be directly used in generic DataSources.
Numeric pointers are managed automatically by the system and are not exposed for custom delta logic.
Incorrect Options:
SAP Data Engineer - Data Fabric Context:In the context ofSAP Data Engineer - Data Fabric, understanding delta-specific fields is crucial for designing efficient data integration pipelines. Generic DataSources are often used to extract data from SAP S/4HANA systems into downstream systems like SAP BW/4HANA or other analytics platforms. Proper use of delta-specific fields ensures that only the necessary data is extracted, reducing latency and improving performance.
For further details, refer to:
* SAP S/4HANA Embedded Analytics Documentation: Explains delta mechanisms and delta-specific fields for generic DataSources.
* SAP BW/4HANA Extraction Guides: Provides best practices for configuring delta extraction in SAP BW/4HANA.
By selectingA (Calendar day),D (Record mode), andE (Time stamp), you ensure that the correct delta-specific fields are identified for efficient data extraction.

NEW QUESTION # 74
......
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