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SAP Certified Associate - Positioning SAP Business Suite 認定 C_BCSBS_2502 試験問題 (Q17-Q22):

質問 # 17
How does SAP Business Suite support digital transformation? There are 2 correct answers to this question.

• A. Eliminates cloud computing requirements
• B. Provides real-time data insights
• C. Restricts integration with external platforms
• D. Enables end-to-end process automation

正解：B、D

質問 # 18
What are some key differentiators of SAP Business AI?
Note: There are 3 correct answers to this question.

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

正解：A、C、D

解説：
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

質問 # 19
How does SAP Business Data Cloud facilitate the use of diverse data sources for AI-powered analytics?

• A. By providing a secure platform for storing and managing diverse data sets
• B. By centralizing data from both SAP and non-SAP sources into a unified semantic layer
• C. By transforming raw data from diverse sources into a standardized format
• D. By integrating diverse data sources through custom APIs

正解：B

解説：
SAP Business Data Cloud (BDC) is a Software-as-a-Service (SaaS) solution that unifies and harmonizes data from SAP and non-SAP sources to enable advanced analytics and AI-driven insights. The question asks how SAP BDC facilitates the use of diverse data sources specifically for AI-powered analytics, with one correct answer. Below, each option is evaluated based on official SAP documentation and related materials, including SAP.com, SAP Learning, and web sources from the provided search results, ensuring alignment with the
"Positioning SAP Business Data Cloud" narrative.
* Option A: By centralizing data from both SAP and non-SAP sources into a unified semantic layerSAP BDC facilitates AI-powered analytics by centralizing data from SAP and non-SAP sources into a unified semantic layer, which preserves business context and ensures data consistency for advanced analytics and AI applications. This semantic layer is a core component of SAP BDC, enabling the platform to harmonize structured and unstructured data, making it readily accessible for AI and machine learning (ML) operations, such as those powered by SAP Databricks integration. The unified semantic layer is explicitly highlighted in SAP's documentation as the primary mechanism for enabling AI-powered analytics, as it provides a trusted data foundation that AI models can leverage for accurate and context-rich insights.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." Extract: "SAP Business Data Cloud is a fully managed SaaS solution that unifies and governs all SAP data and seamlessly connects with third-party data-giving line-of-business leaders context to make even more impactful decisions. ... Connect all your data: Harmonize all your mission- critical data with an open data ecosystem, leveraging a powerful semantic layer to give you an unmatched knowledge of your business." This option is correct.
* Option B: By transforming raw data from diverse sources into a standardized formatWhile SAP BDC does involve data transformation to ensure usability for analytics (e.g., through SAP Datasphere's data modeling capabilities), the process of transforming raw data into a standardized format is not the primary mechanism for facilitating AI-powered analytics. The emphasis in SAP BDC's architecture is on the unified semantic layer, which goes beyond standardization to include semantic enrichment and business context preservation. Standardization is a supporting function, but it is not explicitly highlighted as the key enabler for AI analytics in the documentation. The focus is on harmonization and integration into the semantic layer, making this option less accurate.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." This option is incorrect.
* Option C: By providing a secure platform for storing and managing diverse data setsSAP BDC does provide a secure platform for storing and managing data, leveraging features like SAP HANA Cloud and a data lakehouse architecture for governance and security. However, this capability is not the primary facilitator for AI-powered analytics. Security and data management are foundational requirements, but the documentation emphasizes the unified semantic layer and data harmonization as the key drivers for enabling AI analytics, rather than storage or management alone. This option is too general and does not directly address the AI analytics focus of the question.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 option is incorrect.
* Option D: By integrating diverse data sources through custom APIsSAP BDC integrates diverse data sources through prebuilt connectors, open data ecosystems, and partnerships (e.g., with Databricks), rather than relying primarily on custom APIs. While APIs may be used in some integration scenarios, the documentation does not highlight custom APIs as a key mechanism for facilitating AI-powered analytics. Instead, the platform's strength lies in its ability to seamlessly connect data sources via standardized integration frameworks and a unified semantic layer, making custom APIs a secondary or non-emphasized approach.Extract: "The partnership between SAP and Databricks enables customers to combine the benefits of SAP Business Data Cloud with Databricks' powerful AI and ML capabilities.
... SAP Business Data Cloud can now natively read data from and write data to Databricks, enabling customers to use the Databricks platform to build and deploy their own machine learning models and generative AI applications." This option is incorrect.
Summary of Correct answer:
* A: SAP BDC facilitates AI-powered analytics by centralizing SAP and non-SAP data into a unified semantic layer, which ensures trusted, context-rich data for AI and ML applications, enabling accurate and actionable insights.
References:
SAP.com: SAP Business Data Cloud
SAP Learning: Positioning SAP Business Data Cloud
SAP and Databricks Power New Era of Business Data and AI | Procurement Magazine SAP Launches Business Data Cloud to Transform Enterprise AI | Technology Magazine Delaware UK & Ireland: Unleash transformative insights with SAP Business Data Cloud SAP Business Data Cloud - Making Data Work Together | by Sandip Roy | Medium

質問 # 20
What is a key advantage of SAP Business Data Cloud Intelligent Applications?

• A. They provide pre-configured dashboards with AI-driven insights for faster decision-making.
• B. They primarily focus on raw data collection with minimal integrated analysis capabilities.
• C. They remove the requirement for formal data governance and compliance policies.

正解：A

解説：
The question asks for a key advantage ofSAP Business Data Cloud Intelligent Applications, which are prebuilt, AI-powered applications withinSAP Business Data Clouddesigned to deliver actionable insights and automate business processes. According to official SAP documentation and the provided search results, the primary advantage is that these applications provide pre-configured dashboards with AI-driven insights for faster decision-making, enabling business users to access ready-to-use analytics with minimal setup. This makes Option A the correct answer.
Explanation of Correct answer:
Option A: They provide pre-configured dashboards with AI-driven insights for faster decision-making.
This is correct becauseSAP Business Data Cloud Intelligent Applicationsare designed to deliver pre- configured, SAP-managed dashboards and analytics that leverage AI to provide actionable insights, significantly reducing the time-to-value for business users. These applications combine data fromSAP Datasphereand visualization capabilities fromSAP Analytics Cloud, infused with AI-driven features like predictive analytics and simulations, to enable agile and informed decision-making. TheDescribing the Key Capabilities and Benefits of SAP Business Data Cloudlesson on learning.sap.com states:
"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." learning.sap.com Additionally, theIntelligent Applications in Business Data Cloudpage onwww.sap.comelaborates:
"Surface actionable insights and recommendations for analytics and planning with intelligent applications connected directly to your business data. ... These intelligent applications are adaptive, AI-powered applications that learn from your data, understand business context, and act on your behalf to transform business outcomes." sap.com For example, applications likeWorking Capital InsightsorPeople Intelligenceprovide prebuilt dashboards that integrate operational and financial data, offering AI-driven recommendations for areas like cash flow optimization or workforce planning. The installation of these applications automates the creation of underlying data models, replication flows, andSAP Analytics Cloudstories, requiring only a few clicks to deploy, as noted in theManaging and Leveraging SAP Business Data Cloud Intelligent Applicationslesson:
"From a business user perspective, the result of an installed Intelligent Application is a ready-to-use dashboard. The Intelligent Application is presented to the business user as an SAP Analytics Cloud story which is connected to one or more underlying SAP Datasphere models. The story and all of these connected models are automatically created during the installation of an Intelligent Application." learning.sap.com This pre-configured, AI-driven approach ensures faster decision-making by eliminating the need for extensive manual configuration, making Option A the key advantage.
Explanation of Incorrect Answers:
Option B: They remove the requirement for formal data governance and compliance policies.
This is incorrect becauseSAP Business Data Cloud Intelligent Applicationsdo not eliminate the need for formal data governance and compliance policies. In fact, these applications rely on robust governance to ensure data quality, security, and compliance, which are critical for trusted AI and analytics outcomes. The SAP Business Data Cloudoverview onwww.sap.comemphasizes:
"SAP Business Data Cloud delivers fully managed capabilities for business data fabric, ... ensuring data across applications and operations has a foundation for generative AI that is reliable, responsible, and relevant." sap.com Furthermore, data products withinSAP Business Data Cloudinclude metadata and governance policies to maintain trust and compliance:
"In SAP BDC, data products are curated, reusable, and business-ready data assets designed to deliver immediate value. They encapsulate not just raw data, but also metadata, business context, and governance policies, making them trusted, actionable tools for analysis, planning, and decision-making." learning.sap.com This indicates that governance and compliance are integral to the platform, not removed, making Option B incorrect.
Option C: They primarily focus on raw data collection with minimal integrated analysis capabilities.
This is incorrect becauseSAP Business Data Cloud Intelligent Applicationsare designed to provide advanced analytics and AI-driven insights, not just raw data collection. They integrate data from SAP and non-SAP sources, enrich it with business semantics, and deliver sophisticated analysis through prebuilt dashboards and AI capabilities, as opposed to focusing on raw data. TheSAP Business Data Cloudfeatures page onwww.sap.
comstates:
"Deliver transformational insights for advanced analytics and planning with prebuilt applications and data products across all lines of business. ... Make faster, smarter decisions with prebuilt analytical apps across your enterprise for Core Enterprise Analytics, People Analytics, and more." sap.com TheSAP Sapphire Innovation Guide 2025further highlights:
"Intelligent applications within SAP Business Data Cloud deliver transformational insights across the entire SAP Business Suite, integrating analytics, AI, and simulations into transactional workflows." sap.com This focus on integrated analytics and AI-driven insights directly contradicts Option C, which misrepresents the applications as having minimal analysis capabilities.
Summary:
The key advantage ofSAP Business Data Cloud Intelligent Applicationsis that they provide pre-configured dashboards with AI-driven insights for faster decision-making, as stated in Option A. These applications leverageSAP Analytics CloudandSAP Datasphereto deliver ready-to-use, context-aware analytics, enabling rapid deployment and agile decision-making. Option B is incorrect because governance and compliance remain essential, and Option C is incorrect because the applications prioritize advanced analytics over raw data collection. This aligns with SAP's strategy to streamline data-to-decision processes withinSAP Business Suite, as supported by the provided search results and official documentation.
References:
Describing the Key Capabilities and Benefits of SAP Business Data Cloud, learning.sap.com learning.sap.com Intelligent Applications in Business Data Cloud,www.sap.comsap.com Managing and Leveraging SAP Business Data Cloud Intelligent Applications, learning.sap.com learning.sap.
com
SAP Business Data Cloud Features,www.sap.comsap.com
SAP Sapphire Innovation Guide 2025,www.sap.comsap.com
SAP Business Data Cloud,www.sap.com

質問 # 21
For installed base customers, what can RISE with SAP journeys include? Please choose the correct answer.

• A. Leveraging RISE with SAP methodology to drive complex core principles
• B. Starting fresh with a greenfield ERP implementation on private cloud
• C. Moving directly to public cloud without any intermediate steps
• D. A hybrid two-tier approach

正解：D

質問 # 22
......

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