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SAP C-BW4H-2505 Exam Dumps - Preparation Material For Best Result [2025]

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SAP Certified Associate - Data Engineer - SAP BW/4HANA Sample Questions (Q61-Q66):

NEW QUESTION # 61
For InfoObject "ADDRESS" the High Cardinality flag has been set. However "ADDRESS" has an attribute
"CITY" without the High Cardinality flag. What is the effect on SID values in this scenario?

A. SID values are generated when InfoObject "CITY" is activated.
B. SID values are not stored for InfoObject "ADDRESS".
C. SID values are generated when InfoObject "ADDRESS" is activated.
D. SID values are generated when data for InfoObject "ADDRESS" is loaded.

Answer: D

Explanation:
In SAP BW (Business Warehouse), the concept ofHigh Cardinalityplays a crucial role in determining how data is stored and managed for InfoObjects. Let's break down the scenario described in the question and analyze the effects on SID (Surrogate ID) values:
* InfoObject: An InfoObject is a basic building block in SAP BW, representing a business entity like
"ADDRESS" or "CITY".
* High Cardinality Flag: When this flag is set for an InfoObject, it indicates that the InfoObject has a very large number of distinct values (high cardinality). This affects how SIDs are generated and managed.
* SID (Surrogate ID): A unique identifier assigned to each distinct value of an InfoObject. SIDs are used to optimize query performance and reduce storage requirements.
* InfoObject "ADDRESS": The High Cardinality flag is set for this InfoObject. This means that the system expects a large number of distinct values for "ADDRESS". As a result, SID generation for
"ADDRESS" is deferred until actual data is loaded into the system. This approach avoids unnecessary overhead during activation and ensures efficient storage.
* Attribute "CITY": This attribute does not have the High Cardinality flag set. Therefore, SIDs for
"CITY" will be generated when the InfoObject is activated, as is typical for standard InfoObjects without high cardinality.
* ForInfoObject "ADDRESS", since the High Cardinality flag is set,SID values are NOT generated during activation. Instead, they are generated dynamicallywhen data for "ADDRESS" is loadedinto the system. This behavior aligns with the design principle of high cardinality objects to defer SID generation until runtime.
* Forattribute "CITY", SID values are generated during activation because it does not have the High Cardinality flag set.
Key Concepts:Scenario Analysis:Effects on SID Values:Why Option D is Correct:The correct answer isD.
SID values are generated when data for InfoObject "ADDRESS" is loaded. This is consistent with the behavior of high cardinality InfoObjects in SAP BW. SID generation is deferred until data loading to optimize performance and storage.
References:SAP BW Documentation on High Cardinality: SAP BW systems use the High Cardinality flag to manage large datasets efficiently. For high cardinality objects, SIDs are generated at runtime during data loading rather than during activation.
SAP Note on SID Generation: SAP notes related to SID generation (e.g., Note 2008578) explain the behavior of high cardinality objects and their impact on SID management.
SAP Data Fabric Best Practices: In scenarios involving high cardinality, deferring SID generation until data loading is recommended to ensure optimal performance and resource utilization.
By understanding the implications of the High Cardinality flag and its interaction with attributes, we can confidently conclude that SID values for "ADDRESS" are generated only when data is loaded.

NEW QUESTION # 62
What are some of the prerequisites for using SAP S/4HANA ABAP CDS views for extraction into SAP BW
/4HANA in an ODP context? Note: There are 2 correct answers to this question.

A. The ABAP CDS views must be defined with the appropriate data extraction annotations.
B. The Operational Data Provisioning Framework must be configured in SAP BW/4HANA.
C. An ODP source system with context ODP_CDS must be created in SAP BW/4HANA.
D. The ABAP CDS views must be released through the program RODPS_OS_EXPOSE for BW extraction.

Answer: C,D

Explanation:
Extracting data from SAP S/4HANA ABAP CDS (Core Data Services) views into SAP BW/4HANA using the Operational Data Provisioning (ODP) framework requires specific prerequisites. These ensure that the CDS views are properly exposed and accessible for extraction. Below is a detailed explanation of why the verified answers are correct.
* ABAP CDS Views:ABAP CDS views are reusable data models defined in SAP S/4HANA. They provide a semantic layer for querying data and can be used for reporting and analytics.
* Operational Data Provisioning (ODP):ODP is a framework in SAP BW/4HANA that enables real-time or near-real-time data extraction from various source systems, including SAP S/4HANA.
* ODP Contexts:ODP contexts define the type of source system and data extraction method. For CDS views, the contextODP_CDSis used.
* Data Extraction Annotations:Annotations in CDS views specify metadata for extraction purposes, such as field properties and extraction behavior.
Key Concepts:
* Option A: The ABAP CDS views must be released through the program RODPS_OS_EXPOSE for BW extraction.
* Why Correct?To make an ABAP CDS view available for extraction via ODP, it must be explicitly released using the programRODPS_OS_EXPOSE. This step registers the view in the ODP framework and makes it accessible to SAP BW/4HANA.
* Option B: The Operational Data Provisioning Framework must be configured in SAP BW/4HANA.
* Why Incorrect?While configuring the ODP framework is a general prerequisite for any ODP- based extraction, it is not specific to extracting ABAP CDS views. This option is too broad to be considered a direct prerequisite.
* Option C: An ODP source system with context ODP_CDS must be created in SAP BW/4HANA.
* Why Correct?To extract data from ABAP CDS views, you must create an ODP source system in SAP BW/4HANA with the contextODP_CDS. This context specifies that the source system provides data from CDS views.
* Option D: The ABAP CDS views must be defined with the appropriate data extraction annotations.
* Why Incorrect?While annotations are important for defining metadata in CDS views, they are not mandatory for ODP-based extraction. The primary requirement is releasing the view using RODPS_OS_EXPOSE.
Verified Answer Explanation:
* SAP BW/4HANA Extraction Guide:The guide outlines the steps for extracting data from ABAP CDS views using the ODP framework, including the use ofRODPS_OS_EXPOSEand the creation of an ODP source system.
* SAP Note 2700850:This note provides detailed instructions on releasing CDS views for BW extraction and configuring the ODP framework.
* SAP Best Practices for ODP Extraction:SAP recommends using theODP_CDScontext for extracting data from ABAP CDS views and emphasizes the importance of releasing views using RODPS_OS_EXPOSE.
SAP Documentation and References:

NEW QUESTION # 63
For what reasons is the start process a special type of process in a process chain? Note: There are 2 correct answers to this question.

A. Only one start process is allowed for each process chain.
B. It can be a successor to another process.
C. It is the only process that can be scheduled without a predecessor.
D. It can be embedded in a Meta chain.

Answer: A,C

Explanation:
Thestart processin an SAP BW/4HANA process chain is a unique and essential component. It serves as the entry point for executing the chain and has specific characteristics that distinguish it from other processes.
Below is a detailed explanation of why the verified answers are correct.
* Process Chain Overview:A process chain in SAP BW/4HANA is a sequence of processes (e.g., data loads, transformations, reporting) that are executed in a predefined order. The start process initiates the execution of the chain.
* Start Process Characteristics:
* The start process is mandatory for every process chain.
* It determines when and how the process chain begins execution.
* It does not require a predecessor process to trigger its execution.
* Meta Chains:A meta chain is a higher-level process chain that controls the execution of multiple sub- process chains. While the start process can be part of a meta chain, this is not its defining characteristic.
Key Concepts:
* Option A: Only one start process is allowed for each process chain.
* Why Correct?Every process chain must have exactly one start process. This ensures that there is a single, unambiguous entry point for the chain. Multiple start processes would create ambiguity about where the chain begins.
* Option B: It can be embedded in a Meta chain.
* Why Incorrect?While the start process can technically be part of a meta chain, this is not a unique feature of the start process. Other processes in a chain can also be embedded in a meta chain, so this is not a distinguishing reason.
* Option C: It can be a successor to another process.
* Why Incorrect?The start process cannot have a predecessor because it is the first process in the chain. By definition, it initiates the chain and cannot depend on another process to trigger it.
* Option D: It is the only process that can be scheduled without a predecessor.
* Why Correct?The start process is unique in that it can be scheduled independently without requiring a predecessor. This allows the process chain to begin execution based on a schedule or manual trigger.
Verified Answer Explanation:
* SAP BW/4HANA Process Chain Guide:The guide explains the role of the start process in initiating a process chain and emphasizes that only one start process is allowed per chain.
* SAP Note 2700850:This note highlights the scheduling capabilities of the start process and clarifies that it does not require a predecessor.
* SAP Best Practices for Process Chains:SAP recommends using the start process as the sole entry point for process chains to ensure clarity and consistency in execution.
SAP Documentation and References:

NEW QUESTION # 64
Which features of an SAP BW/4HANA InfoObject are intended to reduce physical data storage space? Note:
There are 2 correct answers to this question.

A. Compounding characteristic
B. Transitive attribute
C. Reference characteristic
D. Enhanced master data update

Answer: B,C

Explanation:
In SAP BW/4HANA, InfoObjects are fundamental building blocks used to define characteristics (attributes) and key figures in data models. They play a critical role in organizing and managing master data and transactional data. Certain features of InfoObjects are specifically designed to optimize storage and reduce physical data redundancy. Below is a detailed explanation of the correct answers:
* Explanation: A reference characteristic allows one characteristic to "reuse" the master data and attributes of another characteristic. Instead of duplicating the master data for the referencing characteristic, it simply points to the referenced characteristic's master data.This significantly reduces physical storage space by avoiding redundancy.
* In SAP BW/4HANA, reference characteristics are commonly used when multiple characteristics share the same set of values (e.g., "Country" as a reference for "Shipping Country" and "Billing Country"). This feature aligns with SAP Data Engineer - Data Fabric principles of optimizing data storage and minimizing duplication.
Option B: Transitive attributeExplanation: A transitive attribute is an attribute that is derived from another characteristic rather than being stored directly in the master data table of the main characteristic. For example, if "City" has an attribute "Region," and "Region" has an attribute "Country," then "Country" can be defined as a transitive attribute of "City." This avoids storing the "Country" attribute redundantly in the "City" master data table, thereby reducing physical storage requirements.
Reference: Transitive attributes are a key feature in SAP BW/4HANA for optimizing master data storage. By leveraging relationships between characteristics, they ensure that only necessary data is stored, adhering to the principles of efficient data management in SAP Data Engineer - Data Fabric.
Option C: Compounding characteristicExplanation: A compounding characteristic is used to create a hierarchical relationship between two characteristics, where one characteristic depends on another (e.g.,
"Street" compounded with "City"). While compounding helps organize data logically, it does not inherently reduce physical storage space.Instead, it defines how data is structured and queried.
Reference: Compounding is primarily a modeling feature and does not contribute to storage optimization.
Therefore, this option is incorrect.
Option D: Enhanced master data updateExplanation: The enhanced master data update mechanism improves the process of updating master data by enabling parallel processing and reducing update times.
However, it does not directly reduce physical storage space. Its purpose is to enhance performance and efficiency during data updates, not to optimize storage.
Reference: While enhanced master data update is a valuable feature in SAP BW/4HANA, it is unrelated to reducing physical storage space, making this option incorrect.
SummaryTo reduce physical data storage space in SAP BW/4HANA, the following features of InfoObjects are used:
Reference characteristic: Reuses master data from another characteristic, avoiding duplication.
Transitive attribute: Derives attributes indirectly through relationships, minimizing redundant storage.
These features align with the SAP Data Engineer - Data Fabric's focus on efficient data modeling and storage optimization.

NEW QUESTION # 65
What foundation is necessary to use SAP S/4HANA embedded analytics?

A. SAP HANA optimized business content
B. ABAP CDS view based virtual data model
C. Generated external SAP HANA Calculation Views
D. SAP Agile Data Preparation

Answer: B

Explanation:
SAP S/4HANA Embedded Analytics relies on theABAP CDS (Core Data Services)view-based Virtual Data Model (VDM). This foundation provides a unified layer for data consumption directly from transactional data in the S/4HANA system.
* ABAP CDS Views as Foundation:
* CDS views define the semantic model for data and integrate seamlessly with SAP S/4HANA.
* These views allow users to build advanced reporting and analytics without requiring external data movement.
* Virtual Data Model (VDM):
* VDM provides a structured framework of CDS views optimized for analytics and reporting.
* It includes analytical, transactional, and consumption views tailored for SAP Analytics tools.
References:
SAP Help Portal - S/4HANA Embedded Analytics Overview
SAP Learning Hub - ABAP CDS View Basics

NEW QUESTION # 66
......

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