CAP Node.js Expert Session #6 - The MCP Adapter SAP Developers 2026-09-17 | CAP Node.js Expert Session #6 - The MCP Adapter
🔵 Elevate productivity with AI in mobile apps using SAP Build SAP Developers 2025-09-22 | Discover how to use SAP BTP SDK for iOS within SAP Build to deliver secure AI-powered experiences in custom mobile apps. Learn how to leverage SAP AI Core and on-device AI experiences to boost enterprise end user's productivity.Speaker: Eidinger Marco, SAP
🟠 Building Enterprise Grade CAP applications using BTP Developers guide SAP Developers 2025-09-22 | This session will talk about how to add enterprise grade capabilities like audit logging, change tracking, attachments, Multi-tenancy into a CAP application and make your applications enterprise ready. Tutorials for SAP Cloud Application Programming Model: [sap.to/6059AX2wx]
🟠 PlugnAsk: Enabling AI Context in CAP Through the Power of Plugins And MCP SAP Developers 2025-09-22 | In this session you will be introduced to the power of the Model Context Protocol (MCP) and how you can integrate this into your CAP application through the power of the plugin architecture and annotations in your CDS definitions. Get an inside look at how the plugin works and how you can empower your applications to talk to LLM clients and provide context of the data you already possess in your application. Link to example project repo: sap.to/6050AX2k2 Link to plugin (npm): sap.to/6051AX2kN Link to plugin repo: sap.to/6052AX2k4 Speakers Simon Vestergaard Laursen, Gavdi
CSV Data Loss Fix in CAP, Devtoberfest, UI5con, Subscribers, CAP ESLint plugin | SAP Developer News SAP Developers 2025-09-18 | *Avoiding Data Loss When Loading Initial Data with CSV Files in CAP* - Blog post sap.to/6058AT5TQ *SAP Developers YouTube Approaching 50k Subscribers* - Subscribe to the SAP Developers YouTube: sap.to/6052AT5TI *Devtoberfest 2025* - Devtoberfest 2025: sap.to/6054AT5T0 - Devtoberfest Calendar: sap.to/6056AT5T2 - Devtoberfest Gameboard: sap.to/6057AT5TN - Devtoberfest Playlist: sap.to/6058AT5T4 *UI5con Bengaluru 2025* - Announcement Post: sap.to/6059AT5Tf *Introducing eslint-plugin-better-cap-config an ESLint plugin to improve CAP configuration* - Blog Post: sap.to/6050AT5TA - NPM Package: sap.to/6051AT5T7 - GitHub Repo: sap.to/6052AT5TC ========================================================================== *CHAPTER TITLES* 0:00 Intro 0:10 Avoiding Data Loss When Loading Initial Data with CSV Files in CAP 0:58 50k Subscribers 1:58 Devtoberfest 3:52 UI5con Bengaluru 2025 4:20 eslint-plugin-better-cap-config
🔵 Build Your Own AI Agent-Based Solution with the Generative AI Hub (Java & SpringAI version) SAP Developers 2025-09-17 | See how to build a custom AI agent-based solution with the generative AI hub capability in AI Foundation.Integrated with SAP solutions such as S/4HANA, these AI capabilities are ready to enhance your business today.In this demo, SAP experts will showcase how SDKs can accelerate AI integration and illustrate how quickly ideas can be turned into working solutions. Speaker - Alexander Duemont
🔵 Build Your Own AI Agent-Based Solution with the Generative AI Hub (JS & LangGraph version) SAP Developers 2025-09-17 | See how to build a custom AI agent-based solution with the generative AI hub capability in AI Foundation.Integrated with SAP solutions such as S/4HANA, these AI capabilities are ready to enhance your business today.In this demo, SAP experts will showcase how SDKs can accelerate AI integration and illustrate how quickly ideas can be turned into working solutions. SpeakersWang Zhongpin, SAP
🟣 AI + SAP Fiori elements = Intelligent App Development at Scale SAP Developers 2025-09-17 | With exciting updates to building blocks, a streamlined entry page, and powerful generative AI in SAP Fiori tools, developers can build applications faster than ever. Get a first look at how we integrate MCP to orchestrate AI capabilities across SAP Fiori tools and SAP Fiori elements for faster app development.*Speakers* - Sebastian Werner, SAP - Stefan Engelhardt, SAP - Christoph Gollmick, SAP
🟣 UI5 Middleware FE Mockserver in Practice — Setup, Use Cases, Live Coding SAP Developers 2025-09-17 | A focused tour of the UI5 Middleware FE Mockserver: how it works, when to use it, and how the data provider and mock data loading behave. Then a live coding setup showing configuration, using data, running offline, tenant-specific datasets with fallbacks, cross-service changes, and integration with wdi5 for stable E2E tests.*Speakers* - Marian Zeis, IT Consulting Marian Zeis - Wouter Lemaire, Independent
Subscribe to the channel! SAP Developers 2025-09-17 | Subscribe to the SAP Developers YouTube channel and help us make it to 50K before Devtoberfest starts - thank you!
🟠 Integrating S/4HANA Public Cloud APIs into CAP Made Simple SAP Developers 2025-09-16 | Integrating SAP S/4HANA Public Cloud APIs into CAP projects doesn’t have to be complex. In this session, we’ll walk through the end-to-end process of connecting a CAP application to S/4HANA Public Cloud APIs, covering authentication, service consumption, and best practices for scalability and maintainability. Whether you are a developer or an architect, you’ll gain practical insights and code samples that will help you accelerate your integration projects and unlock the full potential of SAP BTP.sap.to/6054ARpZI
🟣 From Clicks to Code: Automate SAP BTP Setup with Terraform SAP Developers 2025-09-15 | This session introduces developers to the world of Infrastructure as code, as we explore Terraform and the Terraform Providers for SAP BTP and Cloud Foundry. We’ll start with the fundamentals of Terraform and explore how it enables consistent, repeatable, and version-controlled resource management. This will be done through a simple and practical hands on scenario where we will configure SAP BTP and deploy an app on Cloud Foundry -- all through code. This session will equip the participants with the ability to streamline their deployment workflows.Speakers:Stephen Cherian, SAPVipin Vijaykumar, SAP
🔴 Future-proof your scripts in SAP Cloud Integration SAP Developers 2025-09-15 | In this session, you will learn how new Design Guidelines checks enable you to ensure that your scripts are prepared for future upgrades. You will get to see the new functionality in action and get a sneak peek at what's coming next.
🟣 Create a Case in Service Cloud V2 by Uploading Images Using AI Core, Build Apps SAP Developers 2025-09-15 | In this demo, we showcase an intelligent self-service portal built using SAP Build Apps, and integrated with SAP Service Cloud V2 and SAP AI Core. What's the magic? Users can raise service requests by simply uploading an image through the portal, triggering a case creation in Service Cloud V2. Leveraging SAP AI Core, the uploaded image is analyzed to detect key objects or issues, and the service ticket description is auto-updated with intelligent insights. AI sentiment analysis is applied to the description, helping to prioritize and categorize cases more effectively. This end-to-end workflow shows how low-code tools and AI-driven automation can transform customer service experiences by reducing manual effort, improving accuracy, and accelerating resolution time. Speaker:Prasad Khandavalli, SAP
🔵 Accelerate SAP CAP and Fiori Development with AI Tools SAP Developers 2025-09-15 | Vibe coding is a rapid, exploratory approach that enables developers to quickly experiment, prototype ideas, and iterate in real-time. While this approach encourages creativity and innovation, vibe coding alone often falls short in delivering sustainable, enterprise-grade applications. To bridge this gap, context engineering provides a disciplined framework- capturing domain insights, clarifying business objectives, and aligning technical solutions with measurable outcomes before writing code. Learn how to channel these practices into enterprise-grade SAP development: you’ll see how AI tooling such as Cline can now scaffold Cloud Application Programming (CAP) services and Fiori UIs in minutes- while its new native SAP AI Core integration plugs straight into your organization's foundation-model deployments for secure, compliant generation. *Speaker*Palavalli Mahesh
🔵 The SAP Generative AI Hub plug-in for LiteLLM SAP Developers 2025-09-15 | LiteLLM is an open-source Python library designed to standardize and simplify interactions with multiple large language model (LLM) providers through a unified interface. By abstracting the complexities of different API endpoints, authentication methods, and response formats, LiteLLM enables developers to seamlessly switch between providers such as OpenAI, Anthropic, Hugging Face, and others with minimal code changes.The SAP GenAI Hub plug-in for LiteLLM provides the option to use various LLM / Agentic libraries to leverage theLLMs available in SAP's GenAI Hub by taking care of the login via BTP credentials.*Speaker*Karim Mohraz
🔵 SAP Business Data Cloud – An Architecture Deep Dive SAP Developers 2025-09-15 | 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 decisionsIn this session, Bjoern Friedmann (CTO Business Data Cloud) will conduct an architecture deep dive, share some insights into how Data Products are being produced, and explain why Data Products are helping create next-gen applications.*Speaker*Björn Friedmann
🔵 What’s new in AI Core Orchestration SAP Developers 2025-09-15 | Discover the latest advancements in AI Core Orchestration. We'll explore the new harmonized embeddings endpoint that simplifies support for multiple model vendors. Additionally, we'll look at how orchestration configuration persistence can separate your LLM application from prompts and other LLM related logic, allowing for faster iteration through evaluation and optimization. All these features and more are available in our new v2 API.*Speaker*Thomas Schneider
🔵 Building Multi-Tool Research Agents: Amazon Bedrock Generative AI Hub and Strands SDK SAP Developers 2025-09-15 | Discover how to build multi-tool research agents that combine the enterprise-grade security of SAP's GenAI Hub with the cutting-edge capabilities of Amazon Bedrock models, including the Anthropic Claude and Amazon Nova family. In this session, you'll learn to create intelligent agents that can perform complex research, tool calling, and agentic workflows using the Strands Agents SDK framework. We'll demonstrate how SAP's centralized AI core seamlessly integrate with Amazon's foundation models from Bedrock to deliver compliant, scalable AI solutions on SAP BTP. From basic model consumption through REST APIs to building orchestrated agent workflows that can search, extract, and synthesize web data, you'll gain practical skills to implement AI agents in your SAP ecosystem. Whether you're a developer, ML engineer, or data scientist, this session provides the technical foundation and sample code needed to accelerate your AI agent development.*Speakers*Pfister, Michelle Mei-LiArellano, Abraham
🔵 Prompt, Create and Innovate with AI Vibe Coding SAP Developers 2025-09-15 | Join this Session to be inspired, experiment and gain hands-on knowledge on AI Vibe Coding at SAP. Vibe coding democratizes technology by allowing anyone to create natural language prompts instead of traditional coding. AI Core and Vibe Coding with Cline aims to enhance your creativity and productivity while helping you produce better technical documents. You will learn practical techniques for integrating AI into your coding workflows, covering everything from initial setup to advanced implementation strategies. SpeakerArthur Liebhardt
🔵 Accelerate AI & Generative AI Innovation in SAP S/4HANA with ISLM SAP Developers 2025-09-15 | Unlock the full potential of AI and generative AI with Intelligent Scenario Lifecycle Management (ISLM). Discover how ISLM enables organizations to seamlessly build, integrate, and manage AI use cases in SAP S/4HANA, leveraging SAP HANA ML, SAP AI Core, and other AI services—while simplifying AI integration and reducing total development cost. Support for Agentic AI applications accelerates innovation, drives smarter decisions, empowering organizations to leverage AI for faster, smarter outcomes.*Speakers*Priti DhingraAbhishek Mishra
🔵 Want better RAG results? Optimize your Data SAP Developers 2025-09-15 | In the evolving landscape of AI, improving Retrieval-Augmented Generation (RAG) results is crucial. A key challenge in LLM training is the dwindling availability of high-quality, human-generated data. While more data is often seen as beneficial, in practice, irrelevant and noisy data can in fact negatively impact performance. Recent research highlights the advantages of Selective Language Modeling (SLM) in pretraining LLMs. In one study, selecting specific tokens during pretraining can substantially reduce downstream loss and enhance model performance. As part of the Enterprise AI Search team at SAP, we have access to extensive indexed data from internal and external sources such as SAP Help and Community documents to name a few. By leveraging these insights, we aim to refine token selection strategies, improving RAG efficiency and model effectiveness, and in short get the most out of our existing data.SpeakerCeylin Ozdemir
🔵 Model Context Protocol - How the OData MCP Bridge provides simple access to SAP OData Service SAP Developers 2025-09-15 | In this session we will show the OData MCP Bridge, an open source tool that creates MCP services out of OData services. This enables developer to quickly expose OData services from SAP S/4HANA Public Cloud, SAP Business Technology or other SAP systems as an MCP server. This MCP server can then be consumed from GitHub Copilot, Claude Desktop or any other MCP client.We will start from scratch, guide you through the installation, configuration and usage of the end-to-end process. SpeakersHolger BrucheltAlice Vinogradova
🔴 Designing understandable SAP BTP Solution Diagrams and contributing to the SAP Architecture Center SAP Developers 2025-09-15 | This session will empower architects, consultants, and SAP practitioners to design clear and engaging SAP BTP Solution Diagrams by leveraging the official SAP BTP Solution Diagram Guideline and contribute to the SAP Architecture Center. Participants will learn how to transform complex SAP architectures into understandable visuals using industry best practices, reusable templates, and make use of the official icon libraries for tools like draw.io and Lucid Chart. The session highlights the end-to-end workflow for submitting and creating new refernce architectures through GitHub, encouraging attendees to become active contributors in shaping the future of the SAP Architecture Center.Key topics include:Applying the SAP BTP Solution Diagram Guideline to ensure clarity and visual consistencySelecting the right level of detail based on the audience and architectural complexityBest practices for contributing new or improved architecture diagrams to the SAP Architecture Center using GitHub.
🟡 Developer Advocates Discuss: Developer Tools in the 21st Century SAP Developers 2025-09-12 | Join the Developer Advocates for a relaxed Friday discussion on developer tooling. What tools are out there? What do we use? What does the future look like?
🟠 CAP Tools – Whats New and Hot SAP Developers 2025-09-11 | "A brief description of what will be covered as part of the session, as we will include this on the event site and YouTube.Learn what's hot and new in CAP tools, likeIntelliJ IDEs supportLinter checks for custom codeCLI enhancements for debugging, deployment, repl, and more"
🟠 Best Practices in CAP SAP Developers 2025-09-11 | In this session Daniel Hutzel - CPO and founder of CAP - will explain how to use CAP. And how to not use it... :-)
CAP August 2025, ABAP AI, Business Data Cloud, Devtoberfest & TechEd Agenda | SAP Developer News SAP Developers 2025-09-11 | *CAP August 2025 Release* - Release notes sap.to/6055Az9Pv *ABAP AI - Chapter 2* - Blog post: sap.to/6056Az9Pa *SAP Business Data Cloud Series* - SAP Business Data Cloud Series – Part 3: Customer-Managed Data Products: sap.to/6057Az9Px - SAP Databricks in SAP Business Data Cloud – a Typical Machine Learning Workflow: sap.to/6058Az9PI - Data and AI at Devtoberfest: sap.to/6059Az9PL *Devtoberfest 2025* - Devtoberfest 2025: sap.to/6050Az9P0 *SAP TechEd Agenda Builder* - Ceci’s blog post: sap.to/6051Az9PF - SAP TechEd Session Catalog and Agenda Builder: sap.to/6052Az9P2 - SAP TechEd Berlin: sap.to/6053Az9PN - SAP TechEd Virtual: sap.to/6054Az9P4 ================================================================================ *CHAPTER TITLES*0:00 Intro 0:10 CAP Aug 2025 Release 6:04 ABAP AI - Chapter 2 7:25 SAP Business Data Cloud Series 8:40 SAP TechEd Agenda Builder 9:55 Devtoberfest 2025
🟠 SAP HANA Application Migration Assistant - Transforming with Gen AI SAP Developers 2025-09-11 | Developers can leverage this enhanced tool to extend the capabilities of the existing database migration assistant by automating the conversion of service layer that includes XSJSLIB, XSODATA, and XSJS artifacts from XS Classic or XS Advanced into modern CAP-based services aligning with SAP BTP Developer's guide using Generative AI. This accelerates service layer migration to CAP, reducing manual effort and enable faster cloud-native transformation
🟠 Agentic Coding with CAP SAP Developers 2025-09-11 | Let’s do some agentic coding with our CAP MCP Server (Model Context Protocol).
🟠 Less code, same logic – reduce your custom handlers by using new CAP features SAP Developers 2025-09-11 | CAP already makes developers lives easier with built-in handlers for all standard CRUD style requests. In this session we'll see how new features can also help you write less code for your custom handler logic or avoid them altogether. And less code means lower maintenance and a smaller surface area for bugs, a win-win!
🔵Enrich Data Products with SAP Databricks SAP Developers 2025-09-10 | The SAP Databricks capability, fully native in the SAP Business Data Cloud solution, brings scalable Artificial Intelligence and Machine Learning to enterprise data.This session covers sharing Data Products and enriching them with new ML insights, thereby utilizing SAP Databricks' out-of-the-box tooling for data scientists.
🔵 Demystifying the MCP, A2A, and ACP Protocols to Build Custom Multi-Agent Systems SAP Developers 2025-09-09 | In this session, we will deep dive into the MCP, A2A, and ACP protocols introduced by Anthropic, Google, and IBM respectively. Then, we will build a demo multi-agent system deployed on BTP Cloud Foundry using the Generative AI Hub where agents will communicate with tools via MCP and with each other via A2A/A2C.
🔵 Manage and Optimize Prompts in SAP AI Core: Concepts and Application SAP Developers 2025-09-09 | Prompt engineering shouldn’t be guesswork. In this 30-minute session, we’ll introduce the core concepts of prompt optimization and present SAP AI Core’s new Prompt Optimizer. We’ll outline a straightforward approach to adopting and improving prompts for your own use cases through a simple, guided sequence of steps without complex experimentation pipelines or manual efforts. Expect efficient pointers that can save time and increase consistency, with flexibility to adapt the depth and methods to your organization’s context.
SAP BTP AI Best Practices #12: SAP Document AI SAP Developers 2025-09-08 | For More Information: sap.to/6058fIFsQDescriptionSAP Document AI is a end-to-end document processing solution under SAP Business Technology Platform(BTP) AI services offerings that automates the extraction of structured and unstructured data information from business documents. It leverages advanced technologies, including machine learning and generative AI, to automate the extraction of information from business documents, thereby reducing errors and saving time. The service is designed to be efficient and adaptable, supporting multitenancy, which allows multiple users to share resources seamlessly. This feature is particularly beneficial for businesses with complex workflows and diverse teams.The service supports multitenancy, allowing it to be used in applications shared by multiple tenants, which is beneficial for businesses aiming to streamline operations. Available in BTP run-time environments, it includes features like instant learning, which uses feedback to enhance extraction quality, ensuring continuous improvement and reliability over time.As SAP Document AI is a managed service, SAP keeps on adding newer features and extend the capability of this service. e.g. Supported file formats, such as CSV, XLSX, and XML in multiple languages to increase versatility for various business needs, improved machine learning models for various standard documents (like Invoice, Purchase order etc.). You can check upcoming features at its roadmap page.SAP Document AI comes in two different flavours:Standard Edition: Standard SAP Document AI service which leverages pre-trained ML models to support a variety of business documents. This service also allows you to add custom templates and schema for data extraction which helps you to extract information from documents for which model is not pre-trained.Premium Edition: SAP Document AI premium edition is an advanced offering from SAP which also leverages capability of LLMs to significantly improve the extraction result quality and a coverage to a much broader set of business documents without the need of custom templating with multi-language support.To ease the consumption of the service by business user, SAP has provided a dedicated user interface for this service which helps them manage documents, schema configurations, templates. This service also comes with an API end-point that you can consume within your application.Expected OutcomeThis best practice helps you understand how you can leverage SAP Document AI to extract information from your business documents.BenefitsAccelerate productivity with automated and integrated workflowsAutomate the extraction of relevant information from business documentsEnhance accuracy and quality of file handling with AI at scaleImproved data extraction accuracy.Easy to scale with multi-tenancy support.Simplify operations with intuitive, secure experienceReduce manual effort to process documentUser friendly experience to extract information from documents.
🟢 Exploring the Path to SAP Certification SAP Developers 2025-09-05 | This session will offer developers insights around navigating SAP learning offerings and the certification programs based on my own ABAP journey. Attendees will learn the most important steps toward SAP certifications, understand the differences between certification types (associate, specialist, professional), and how to choose the ideal certification based on your role and skill-set. We’ll also review preparation strategies, tips, and tricks to help you along your way.Speaker: Sandra Solis
SAP Build MCP Servers, ABAP Partner Reference & Joule Studio Extension Guidance | SAP Developer News SAP Developers 2025-09-04 | *SAP Build introduces new MCP Servers * - SAP Build introduces new MCP Servers to enable agentic development for Enterprise Applications: sap.to/6057A8VHZ - Introducing the MCP Server for CAP: sap.to/6058A8VHw - First Release of the SAP Fiori MCP Server for Agentic AI Workflows: sap.to/6059A8VHb - Introducing the UI5 MCP Server: sap.to/6050A8VHj - AI agents talk at SIT Porto: sap.to/6051A8VHd *ABAP Partner Reference Application *- ABAP Partner Reference Application: sap.to/6052A8VHe *Step-by-step Guidance to Extend Joule via Joule Studio in SAP Build (Live Session) * - Step-by-step guidance to extend Joule via Joule Studio in SAP Build (Live Session): sap.to/6053A8VH5 ================================================================================ *CHAPTER TITLES* 0:00 Intro 0:10 SAP Build introduces new MCP Servers 2:28 Step-by-step guidance to extend Joule via Joule Studio in SAP Build (Live Session) 3:06 ABAP Partner Reference Application
ABAP Cloud: Joule for developers, ABAP AI capabilities - Using the Extensibility AI Assistant SAP Developers 2025-09-04 | Learn how to find a BAdI and create a custom field using the Extensibility AI Assistant Joule for developers, ABAP AI capabilities, will improve developer workflows and open the door for continued innovation and growth. Especially as customers continue to adopt SAP S/4HANA, our offering will revolutionize the migration journey by meticulously analyzing legacy code, providing clear code explanations, and delivering suggestions for code simplification and proposals for optimized migration. These new AI capabilities for ABAP Cloud aren’t merely an approach for lift-and-shift; instead, these enable intelligent optimization and cloud-centric evolution of business-critical custom codebases. sap.to/6055A8rsV
🟢 ABAP Development Tools for Eclipse – Whats new SAP Developers 2025-09-04 | In this session, learn about the latest developments regarding ABAP Development Tools for Eclipse, ranging from the new end-to-end integration between ADT and SAP Build Code to the new design options and an outlook on what's next for the ABAP Development Tools.
🔵 AI Wont Take Your Job. But Someone Using it Might SAP Developers 2025-09-04 | AI is reshaping careers across industries — changing how work is organized, which skills matter most, and how teams deliver value. Roles are evolving, with some skills losing relevance and others becoming critical. For developers, this means more than just learning a new tool: it’s about rethinking how you solve problems, build solutions, and collaborate. This session explores the broad AI-driven trends affecting everyone, then zeroes in on what developers can do to adapt — from integrating AI into your workflow to sharpening the skills that AI can’t replace."Speaker:Timo ElliottTimo Elliott is a speaker, moderator, and interviewer, interested in real-world impacts of tech. He is a “sliding sports” enthusiast, currently learning to wingfoil.
SAP BTP AI Best Practices #11: Anomaly Detection SAP Developers 2025-09-03 | For More Information: sap.to/6054fIFR4DescriptionAnomaly detection is the process of identifying data points, events, or patterns that deviate significantly from the expected or normal behavior within a dataset. In the SAP ecosystem, this involves leveraging tools within SAP HANA ML (PAL, hana-ml) to find data points that "do not follow the collective common pattern of the majority of data points". This practice covers implementing these techniques effectively.Expected OutcomeTo successfully identify and flag unusual behavior or outliers in various types of data (e.g., transactional data, sensor readings, time series, API traffic) residing within or connected to the SAP landscape. This enables proactive responses to potential risks or opportunities.BenefitsMitigate Risks: Detect fraud, system failures, security breaches, or compliance violations early.Optimize Processes: Identify operational inefficiencies, improve data quality, understand unexpected process variations, and enable predictive maintenance.Enhance Decision Making: Gain insights from unexpected deviations, understand emerging trends, and react faster to critical events.Key AlgorithmsGeneral Anomaly Detection FunctionsDBSCAN (Density-Based Spatial Clustering of Applications with Noise) is a density-based clustering algorithm. It groups together points that are closely packed together (having many neighbors within a certain distance) and marks points that lie alone in low-density regions as outliers. It can discover clusters of arbitrary shape and is robust to noise.Isolation Forest is an unsupervised anomaly detection algorithm. It works by randomly partitioning the data space and isolating observations. The core idea is that anomalies are "few and different", making them easier to isolate compared to normal points. Points that require fewer random partitions to be isolated are considered more likely to be anomalies and receive a higher anomaly score.One-Class Support Vector Machine (SVM) is an unsupervised algorithm primarily used for novelty or outlier detection. It learns a decision boundary that encompasses the majority of the training data (the "normal" points). New data points falling outside this boundary are classified as anomalies or outliers.The algorithm aims to find a hyperplane in a high-dimensional feature space (potentially transformed by a kernel function) that separates the data points from the origin with maximum margin. Points lying on the "wrong" side of the hyperplane or too far from it are considered outliers.K-Means clustering can be used as a basis for outlier detection. The core idea is that outliers will typically be far away from the centroids (centers) of the clusters formed by the majority of the data. The function first performs K-Means clustering and then calculates a distance-based score for each point. Points with the highest scores (i.e., farthest from cluster centers, considering the specified distance metric and aggregation method) are flagged as outliers based on a specified contamination fraction or distance threshold.Timeseries Anomalies Detection FunctionsTime series outlier detection identifies data points that deviate significantly from the general pattern of the series. The OutlierDetectionTS algorithm works in two steps:Residual Extraction: A model (e.g., smoothing, seasonal decomposition) is fitted to the time series, and the residuals (the differences between the actual values and the fitted values) are calculated.Outlier Detection on Residuals: An outlier detection method (like z-score, IQR, MAD, Isolation Forest, DBSCAN) is applied to the residuals. Points whose residuals have high outlier scores are flagged as anomalies in the original time series.Regression Anomalies Detection FunctionsOutlier Detection Regression identifies data points that deviate significantly from the expected pattern in regression models. The algorithm works in two steps:Residual Extraction: A regression model (either linear or tree-based) is fitted to the data, and residuals (differences between actual and predicted values) are calculated.Outlier Scoring: Each data point receives an outlier score based on its residual. For linear models, the score is the deleted studentized residual. For tree models, the score is the z-score of the residual. Points whose scores exceed a specified threshold are flagged as outliers.This approach recognizes that outliers in regression are points that don't follow the general behavior pattern established by the model, making them distinguishable through their unusually large residuals.
🟢 Boost your developer efficiency with IDE Actions SAP Developers 2025-09-03 | In this session, you'll gain insights into developing IDE Actions with ABAP and how they can improve your efficiency in daily development. We'll focus on various areas of the ABAP RESTful Application Programming Model and optimize our workflows there.
🟢 Discover the latest innovations in the ABAP language SAP Developers 2025-09-03 | In this session, we 'll provide an overview of the latest features introduced to the ABAP language. Highlights include support for spatial data in ABAP SQL, enhanced JSON and Geo-JSON processing capabilities, Buffer Delegation in ABAP SQL, and new functionalities for probability distributions and advanced random number generation. We'll also share insights into the ABAP language roadmap.
🟢 Evolving data integration with SQL services and CDS external entities SAP Developers 2025-09-03 | In this session, we’ll present the latest advancements in ABAP Cloud data integration. On the data exposure side, we’ll cover ABAP-managed database procedures for advanced read scenarios and extensions of SQL services to enable data loading scenarios for SQL clients, using CDS writable view entities. On the consumption side, we’ll explore write scenarios, and the use of static CDS external entities for seamless integration of external data into a CDS view stack
🟢 Whats new in RAP SAP Developers 2025-09-03 | ABAP Cloud is the powerful development model for building cloud applications on SAP Business Technology Platform (SAP BTP) and SAP S/4HANA, in the cloud and on premise. Experience live demos of the major ABAP Cloud capabilities around the ABAP RESTful application programming model which can be used to build and extend transactional and analytical applications
🟢 Updates on Embedded Analytics in ABAP Cloud SAP Developers 2025-09-03 | ABAP Core Data Services (CDS) based embedded analytics provides easy-to-use analytical tooling and allows you to drill down, aggregate, and display data from your core solution modeled with ABAP CDS. In this session, we present the latest additions to embedded analytics in ABAP Cloud. You will experience the new review booklet app generator for building native, SAP Fiori apps on top of an analytical service exposure and will get to know the analytical modeling examples on GitHub that act as showcases for the latest features of CDS-based analytical queries
🟢 SAP BTP ABAP Environment – How to Monitor and Support Custom Cloud Apps SAP Developers 2025-09-03 | SAP BTP ABAP Environment is the platform as a service for ABAP developers. It’s a cloud-optimized ABAP platform based on SAP HANA Cloud that serves as a development and runtime environment for cloud apps. This session gives you an update about the latest product news and explains with live demos how to use the Technical Monitoring Cockpit, and how to use the different tools for supportability and performance measurement.
🟢 Custom code development and transformation for Clean Core in SAP S/4HANA SAP Developers 2025-09-03 | In this session you will learn the enhanced guidelines for ABAP custom code development and governance for clean core supported by the new ABAP Test Cockpit checks. In addition, we provide the overview about the new Gen AI assistance in custom code management tools.
🟢 Clean Core Extensibility Strategy powered by ABAP Cloud and Generative AI SAP Developers 2025-09-03 | In this session we’ll explain how the new clean core approach makes systems ready for the future, how AI-powered capabilities can enhance development and transformation processes, and give an update on the latest ABAP Cloud innovations
SAP BTP AI Best Practices #10: Time Series SAP Developers 2025-09-02 | For More Information: sap.to/6059fI0A9DescriptionTime series forecasting is the process of analyzing time-ordered data points to predict future values. Time series data is a sequence of observations collected at successive points in time, typically at uniform intervals (e.g., daily stock prices, hourly temperature readings, monthly sales). Each data point is dependent on past values, making the temporal order crucial.Expected OutcomeThe expected outcome is a model that captures the underlying patterns in historical data (like trends, seasonality, and noise) and uses these patterns to forecast future values.BenefitsImproved Decision-Making: Forecasting future trends enables data-driven decisions in areas like budgeting, staffing, and supply chain management.Resource Optimization: Helps allocate resources more efficiently by predicting demand, reducing waste, and avoiding stockouts or overproduction.Competitive Advantage: Businesses that anticipate market trends and customer behavior gain a strategic edge over competitors.
🔴 SAP Cloud ALM - Integration & Exception Monitoring for SAP Integration Suite SAP Developers 2025-09-02 | This session details how SAP Cloud ALM Integration & Exception Monitoring supports SAP Integration Suite (Cloud Integration) by providing visibility into message flows, detecting failed or delayed messages, and enabling root-cause analysis. Participants learn how SAP Cloud ALM captures exceptions, monitors performance KPIs, and delivers actionable alerts to streamline operations in hybrid integration landscapes.
