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C-BCSBS-2502시험유형 - C-BCSBS-2502퍼펙트인증공부

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최신 SAP Certified Associate C-BCSBS-2502 무료샘플문제 (Q13-Q18):

질문 # 13
Which core component of SAP Business Suite focuses on managing financial transactions and reporting? Please choose the correct answer.

• A. SAP SuccessFactors
• B. SAP Financial Accounting (FI)
• C. SAP Ariba
• D. SAP BusinessObjects

정답：B

질문 # 14
What are some key differentiators of SAP Business AI?
Note: There are 3 correct answers to this question.

• A. AI Foundation
• B. Predictive Analytics
• C. Embedded AI
• D. Ecosystem of Innovation
• E. Large foundation models

정답：A,C,D

설명：
The question asks for the key differentiators ofSAP Business AI, which is a suite of AI capabilities integrated intoSAP Business Suiteto enhance business processes, decision-making, and automation. According to official SAP documentation and the provided search results, the key differentiators ofSAP Business AIinclude its ecosystem of innovation, embedded AI, and AI Foundation. These align with Options A, C, and E, making them the correct answers.
Explanation of Correct Answers:
Option A: Ecosystem of Innovation
This is correct becauseSAP Business AIis distinguished by its robust ecosystem of innovation, which includes partnerships with leading technology providers (e.g., NVIDIA, Google Cloud, Microsoft, AWS, Cohere) and implementation partners to deliver cutting-edge AI solutions. This ecosystem fosters collaborative innovation, enablingSAP Business AIto integrate advanced AI models, ensure interoperability, and address customer- specific needs through a network of expertise. TheSAP Business AIoverview onwww.sap.comstates:
"SAP's AI strategy includes a robust partner ecosystem with synergistic collaboration, partnering with industry leaders like NVIDIA, Google Cloud, and Cohere to deliver interoperable AI agents and scalable solutions. This ecosystem enables SAP Business AI to address unique customer challenges through combined expertise and innovation." sap.com Additionally, theSAP News Centeremphasizes the role of partners in driving innovation:
"A key element of SAP's AI strategy is leveraging partners' expertise. Partners develop innovative AI solutions and extensions, enhancing the SAP portfolio with customer-specific use cases built on SAP BTP." news.sap.com This ecosystem differentiatesSAP Business AIby combining SAP's deep business process knowledge with external AI advancements, ensuring flexibility and rapid adoption of new technologies.
Option C: Embedded AI
This is correct becauseSAP Business AIis uniquely differentiated by its embedded AI capabilities, which are seamlessly integrated into SAP applications (e.g.,SAP S/4HANA,SAP SuccessFactors,SAP Analytics Cloud) to enhance business processes directly within workflows. Unlike standalone AI solutions, embedded AI automates tasks, provides context-aware insights, and optimizes processes without requiring users to leave their SAP environment. TheExploring SAP's AI Strategylesson on learning.sap.com states:
"Embedded AI Capabilities enhance SAP products by automating tasks, analyzing data, improving user experience, optimizing processes, fostering innovation, and ensuring seamless integration. Joule, a generative AI copilot, is embedded within SAP applications, offering generative AI, predictive analytics, process automation, and context-aware recommendations." learning.sap.com For example,SAP S/4HANAuses embedded AI for predictive maintenance and supply chain optimization, whileSAP Concurautomates expense reporting. TheSAP Business AIpage onwww.sap.comfurther notes:
"Drive impact with AI grounded in your business data and embedded into every business function. ... With access to over 230 AI-powered scenarios-expanding to 400 by the end of 2025-SAP Business AI streamlines operations across finance, supply chain, and more." sap.com This embedded approach ensures that AI is relevant and immediately applicable, distinguishingSAP Business AIfrom generic AI platforms.
Option E: AI Foundation
This is correct because theAI FoundationonSAP Business Technology Platform (BTP)is a key differentiator, providing a comprehensive toolkit for developers to build, extend, and run custom AI solutions tailored to business needs. It includes services likeSAP AI Core,Generative AI Hub, and access to leading AI models, ensuring scalability, security, and integration with SAP and non-SAP data. TheAI Foundation, SAP's all-in- one AI toolkitarticle on community.sap.com states:
"AI Foundation is SAP's all-in-one AI toolkit, offering developers AI that's ready-to-use, customizable, grounded in business data, and supported by leading generative AI foundation models. It is also the basis for AI capabilities that SAP embeds across its portfolio." community.sap.com TheSAP Sapphire Innovation Guide 2025further elaborates:
"AI Foundation is the backbone of SAP's AI technologies and provides comprehensive developer tools to build, extend, and run custom AI solutions at scale-all in one system. It simplifies AI development and operations, offering tools like the Prompt Optimizer and access to models like GPT-4.1, Claude 3.7 Sonnet, and Gemini 2.5 Pro." sap.com This differentiatesSAP Business AIby enabling businesses to create bespoke AI applications while leveraging SAP's enterprise-grade infrastructure, ensuring flexibility and governance.
Explanation of Incorrect Answers:
Option B: Large foundation models
This is incorrect becauseSAP Business AIdoes not primarily differentiate itself through the development or use of large foundation models (e.g., large language models or LLMs). Instead, SAP partners with leading LLM providers (e.g., Cohere, Mistral AI, Meta) to integrate their models into theSAP BTP Generative AI Hub, focusing on business-contextualized AI rather than building proprietary LLMs. TheSAP Business AIarticle on community.sap.com clarifies:
"SAP leverages a rich ecosystem of technology partner LLM offerings through SAP BTP's AI Foundation and Generative AI Hub, rather than developing SAP-specific LLMs. This approach ensures access to the latest innovations while prohibiting partners from training on customer data." pages.community.sap.com While SAP plans to fine-tune generic LLMs and create proprietary foundation models for structured data (e.g., SAP Foundation Modelfor tabular data), these are not yet a primary differentiator compared to the ecosystem, embedded AI, and AI Foundation. learning.sap.com Option D: Predictive Analytics This is incorrect because, while predictive analytics is a significant capability ofSAP Business AI(e.g., forecasting demand inSAP Integrated Business Planningor predicting equipment failures inSAP S/4HANA), it is not a unique differentiator. Predictive analytics is a common feature in many AI platforms and is one of many capabilities withinSAP Business AI, not a defining characteristic. TheSAP Business AIdocumentation onwww.fingent.comnotes:
"SAP Business AI solutions use machine learning and advanced analytics, including predictive analytics, to gain insights into complex data. However, its differentiation lies in its integration with business processes and data, not the analytics techniques alone." fingent.com The unique value ofSAP Business AIcomes from its ecosystem, embedded nature, and developer-centric AI Foundation, rather than specific techniques like predictive analytics, which are widespread across AI solutions.
Summary:
The key differentiators ofSAP Business AIare its ecosystem of innovation (leveraging a robust partner network for collaborative AI solutions), embedded AI (seamlessly integrated into SAP applications for process optimization), and AI Foundation (providing a scalable toolkit for custom AI development), corresponding to Options A, C, and E. Option B is incorrect because SAP relies on partner LLMs rather than proprietary large foundation models as a differentiator. Option D is incorrect because predictive analytics, while important, is not a unique differentiator compared to the broader ecosystem and integration capabilities. These differentiators align with SAP's strategy to deliver relevant, reliable, and responsible AI withinSAP Business Suite, as supported by the provided search results and official documentation.
References:
Positioning SAP Business Suite, learning.sap.com
Exploring SAP's AI Strategy, learning.sap.com learning.sap.com
SAP Business AI: Release Highlights Q1 2025, SAP News Center news.sap.com SAP Sapphire Innovation Guide 2025,www.sap.comsap.com SAP Business AI,www.sap.comsap.comsap.com AI Foundation, SAP's all-in-one AI toolkit, SAP Community community.sap.com SAP Business AI: A Fundamental Change, IgniteSAP ignitesap.com SAP Business AI: Revolutionizing Enterprise Decisions,www.fingent.com

질문 # 15
How does SAP Business Suite improve customer relationship management? There are 3 correct answers to this question.

• A. Predicting customer demand using analytics
• B. Streamlining customer interactions
• C. Enabling sales and service automation
• D. Managing supplier networks
• E. Automating procurement approvals

정답：A,B,C

질문 # 16
How can the data platform of SAP Business Data Cloud help organizations? Note: There are 3 correct answers to this question.

• A. By integrating SAP and third-party data
• B. By improving agility by enabling teams to respond to change quickly
• C. By creating automated workflows
• D. By enabling data modeling and transformation through third-party tools
• E. By streamlining operations with advanced data pipelines

정답：A,B,E

설명：
The SAP Business Data Cloud (BDC) is a Software-as-a-Service (SaaS) solution designed to unify and harmonize data from SAP and non-SAP sources, enabling organizations to achieve advanced analytics and AI- driven insights. The question asks how the data platform of SAP BDC helps organizations, with three correct answers. Below, each option is evaluated based on official SAP documentation, specifically from the
"Positioning SAP Business Data Cloud" and related learning materials available on SAP Learning.
* Option A: By enabling data modeling and transformation through third-party toolsWhile SAP BDC supports integration with third-party data and platforms (e.g., Databricks for AI/ML capabilities), the primary focus of its data modeling and transformation capabilities is within its own ecosystem, particularly through SAP Datasphere and SAP HANA Cloud. SAP BDC provides tools for data modeling and transformation, but these are not explicitly described as relying on third-party tools.
Instead, SAP emphasizes its native capabilities, such as creating consumption-ready data models in SAP Datasphere and leveraging SAP-managed data products. The documentation does not highlight third-party tools as a primary mechanism for data modeling or transformation. Therefore, this option is incorrect.Extract: "SAP Datasphere: This works as central component in BDC by creating consumption ready data models on top of Data Products while also managing analytical roles, access controls etc." roysandip.medium.com
* Option B: By improving agility by enabling teams to respond to change quicklySAP BDC enhances organizational agility by providing real-time access to harmonized data, enabling faster decision- making and responsiveness to business changes. The platform's unified semantic layer and pre-built Intelligent Applications allow teams to access actionable insights quickly, supporting agile decision- making and adaptability. This is explicitly supported in the documentation, which states that SAP BDC helps organizations "adapt and pivot in response to dynamic business needs" through its intelligent applications and real-time data capabilities.Extract: "New to SAP Business Data Cloud (SAP BDC) are context-aware SAP Business Data Cloud Intelligent Applications. These pre-configured dashboards provide ready-to-run insights by combining planning and analysis, all infused with trusted Artificial Intelligence (AI) to drive smarter, faster decisions. The intelligent applications enable agile decision- making, predictive analysis, and simulations, leading to better business outcomes. This not only helps organizations understand the present but also allows them to adapt and pivot in response to dynamic business needs." learning.sap.com This option is correct.
* Option C: By creating automated workflowsWhile SAP BDC integrates with tools like Joule, which augments decision-making through conversational AI and improves productivity, the documentation does not explicitly describe the creation of automated workflows as a primary function of the data platform itself. Automated workflows are more closely associated with SAP Business AI or specific SAP applications (e.g., SAP S/4HANA workflows) rather than the core data platform of SAP BDC.
The platform focuses on data integration, analytics, and AI-driven insights rather than workflow automation. Therefore, this option is incorrect.Extract: "Joule augments decision-making with conversational AI and improves productivity through automated workflows. With SAP BDC and Joule, customers can ensure accurate results from generative AI." (Note: This refers to Joule's capabilities, not the BDC data platform directly.) learning.sap.com
* Option D: By integrating SAP and third-party dataA core capability of SAP BDC is its ability to integrate SAP and non-SAP data into a unified semantic layer, preserving business context and enabling advanced analytics and AI. The platform harmonizes structured and unstructured data from various sources, making it a central feature for organizations looking to leverage all their data assets. This is extensively documented as a key benefit of SAP BDC.Extract: "SAP Business Data Cloud is a data platform that harmonizes all data from SAP and non-SAP sources, into a unified semantic layer of trusted data, to power advanced analytics and AI. By integrating all types of cross-company data, which includes structured and non-structured data, businesses gain actionable intelligence to bridge transactional processes and drive AI-powered growth." learning.sap.com This option is correct.
* Option E: By streamlining operations with advanced data pipelinesSAP BDC streamlines operations by providing advanced data pipelines through its integration with SAP Datasphere and SAP Databricks.
These pipelines enable efficient data ingestion, harmonization, and processing, supporting scalable and cost-effective data management. The platform's ability to create data products and leverage a data lakehouse architecture (via SAP Databricks) ensures streamlined operations for analytics and AI use cases. This is explicitly supported in the documentation, which highlights the platform's role in optimizing data management and supporting advanced pipelines.Extract: "SAP Business Data Cloud offers several capabilities for connecting and harmonizing data. By leveraging an SAP-managed Lakehouse, users can maintain rich business semantics for SAP-sourced data products right out-of-the- box. Additionally, the platform introduces a Data Foundation layer, which acts as a data lake to store both SAP and non-SAP data sources. This allows customers to organize and manage data at scale from various endpoints in a cost-efficient manner. Furthermore, it supports AI and ML operations through integration with Databricks, enhancing the potential for advanced analytics and insights." pwc.de This option is correct.
Summary of Correct Answers:
* B: Improves agility through real-time insights and intelligent applications.
* D: Integrates SAP and non-SAP data into a unified semantic layer.
* E: Streamlines operations with advanced data pipelines and a data lakehouse architecture.
References:-: SAP Business Data Cloud - Making Data Work Together | by Sandip Roy | Medium roysandip.
medium.com -: Describing the Key Capabilities and Benefits of SAP Business Data | SAP Learning learning.
sap.com -: Positioning SAP Business Data Cloud | SAP Learning learning.sap.com -: SAP Business Data Cloud revolutionises data management | PwC

질문 # 17
Which SAP Business Suite solutions support financial management and reporting? There are 3 correct answers to this question.

• A. SAP Financial Accounting (FI)
• B. SAP CRM
• C. SAP BusinessObjects Analytics
• D. SAP Controlling (CO)
• E. SAP Business Planning and Consolidation (BPC)

정답：A,D,E

질문 # 18
......

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