AI Agents for Structured Data on SAP Datasphere
Build AI agents that answer natural-language queries on SAP structured data, using SAP Datasphere federation and SAP HANA Cloud vector search and RAG.
This content has been archived. It describes a retired or obsolete approach and is no longer maintained or supported by SAP. It remains available for reference only and should not be relied on as current guidance.
View all tagsBuild AI agents that answer natural-language queries on SAP structured data, using SAP Datasphere federation and SAP HANA Cloud vector search and RAG.
Enable secure, omni-channel API access to business apps with SAP Integration Suite, simplifying governance, security, and API consumption.
Enable seamless App2App integration with SAP Integration Suite for near real-time transactional data exchange across internal processes.
Authentication strategies for multitenant SaaS apps on SAP BTP, from SAP ID Service to provider-owned and consumer-specific SAP Cloud Identity Services.
Authentication and single sign-on flows for SAP SaaS using SAP Cloud Identity Services - Identity Authentication, including SAML, OIDC, and SAP GUI SSO.
Centralize authorization assignment for SAP SaaS with SAP Cloud Identity Services, using the Identity Directory, AMS policies, and SCIM2 group provisioning.
Integrate AWS sources — Amazon Athena, S3, and Redshift — with SAP Datasphere's data fabric for analytics in SAP Analytics Cloud.
Build an event-driven architecture connecting AWS IoT SiteWise to SAP BTP and SAP S/4HANA, triggering plant maintenance notifications via advanced event mesh.
Integrate Microsoft Fabric OneLake and Synapse Real-Time Analytics with SAP Datasphere's data fabric for unified, real-time analytics in SAP Analytics Cloud.
Integrate Azure IoT Central events with SAP S/4HANA using SAP BTP and advanced event mesh to trigger real-time business actions from device data.
Optimize B2B integration with SAP Integration Suite for secure, scalable electronic document exchange with trading partners.
Build generative AI apps on SAP BTP with custom prompts, using the CAP model, SAP AI Core, Generative AI Hub, and the Orchestration Service.
Multitenant applications on SAP BTP deliver cost efficiency, scalability, streamlined updates, and better resource utilization for SaaS providers.
Business-to-Government (B2G) integration for secure electronic document exchange and statutory reporting via SAP Document and Reporting Compliance.
Synchronize master data such as materials and business partners across SAP and third-party systems in near real-time using SAP Master Data Integration.
Ensure business continuity with Multi-Region Manager (MRM), orchestrating failover, replication, and load balancing across regions.
Explore cost optimization strategies for multi-region SAP BTP setups, reducing inherent expenses without compromising service.
Optimize SAP Datasphere data federation performance by tuning geographic proximity, column selection, source aggregation, and partitioning.
Adopt agile DevOps principles on SAP BTP with cloud services and tools for streamlined application lifecycle management.
Improve search relevance with semantic embeddings stored in the SAP HANA Cloud Vector Engine, enabling fast cosine similarity searches.
Enable resilient multi-region event synchronization with SAP Advanced Event Mesh and Dynamic Message Routing (DMR) for geo-distributed event meshes.
Federate SAP and non-SAP data with SAP Datasphere for seamless ML integration, eliminating replication and enhancing insights.
Accelerate ML workflows with IBM watsonx and FedML, integrating SAP's business data for seamless model training without data duplication.
FedML now supports reading of federated SAP business data via SAP Datasphere directly into NVIDIA GPU environment computes for model training.
Train models in Amazon SageMaker using live SAP data with FedML-AWS, eliminating data duplication across SAP Datasphere and SAP AI Core.
Train models in Azure ML with live SAP data using FedML-Azure, eliminating duplication and simplifying integration with minimal coding.
Train models on Databricks using live SAP data with FedML-Databricks, enabling secure integration and eliminating data duplication.
Train models on Google Vertex AI using live SAP data with FedML-GCP, eliminating data duplication across SAP Datasphere and SAP BTP.
Ensure continuous service with geographic redundancy for SAP BTP, distributing data and resources across multiple regions for disaster recovery.
Implement HA/DR for SAP services using Azure Traffic Manager and AWS Route 53 for stateless and stateful multi-region setups.
Identity lifecycle management for SAP SaaS with SAP Cloud Identity Services, covering identity provisioning, the Identity Directory, and SCIM replication.
Automate and extend SAP and non-SAP processes with SAP Build Process Automation using low-code, no-code workflow management and robotic process automation.
Recommended landscape setup for a unified Joule experience with SAP Business AI Platform and SAP Cloud Identity Services, in staged and consolidated models.
Compare DNS-based and global load balancers for distributing traffic across regions in multi-region SAP BTP, using the SAP Custom Domain service.
Process big data with SAP HANA Cloud Data Lake, integrating structured and unstructured data for intelligent applications.
Migrate from SAP PI/PO to SAP Integration Suite, an iPaaS on SAP BTP, before 2027 end of maintenance — covering benefits, migration tools, and lower TCO.
Handle authentication in multi-region SAP failover scenarios, from XSUAA and OAuth token limits to IAS, external certificates, and SSO options.
Ensure multi-region data consistency with SAP HANA Cloud's Smart Data Access for real-time updates, failover, and resilient data availability.
Architect multi-region high availability and disaster recovery for SAP BTP, with reference patterns for failover, data and event synchronization.
Learn how and why Multi-region resiliency ensures applications remain functional during regional outages by leveraging geographically distributed data centers.
Design scalable multitenant SaaS applications on SAP BTP using the CAP model, covering tenant isolation, shared resources, and tenant onboarding.
Build scalable multitenant SaaS apps on SAP BTP using CAP, with shared resources, secure tenant isolation, and efficient tenant provisioning.
Measure and optimize network performance for multi-regional SAP solutions, comparing OData connection options across hyperscaler and SAP BTP regions.
Ground LLMs with Retrieval Augmented Generation (RAG) on SAP BTP using SAP HANA Cloud's Vector Engine and SAP AI Core grounding to reduce hallucinations.
A custom SAP CAP framework to build event-driven applications on SAP BTP that consume events and trigger business actions in SAP S/4HANA and other systems.
Integrate Esri ArcGIS with SAP HANA Cloud as a certified geodatabase for real-time analysis of combined geospatial and SAP business data.
Identity and access management for SAP SaaS with SAP Cloud Identity Services, spanning authentication, identity lifecycle, and authorization design.
Deploy SAP Integration Suite - Edge Integration Cell on AWS using Amazon EKS, RDS, and multi-AZ networking for secure, highly available hybrid integration.
Deploy SAP Integration Suite - Edge Integration Cell on Azure using Azure Kubernetes Service, PostgreSQL, and multi-AZ setup for secure hybrid integration.
Deploy SAP Integration Suite - Edge Integration Cell on GCP using Google Kubernetes Engine, Cloud SQL, and multi-AZ setup for secure hybrid integration.
Deploy SAP Integration Suite - Edge Integration Cell on AWS, Azure, or GCP for secure, compliant hybrid integration with local execution and data residency.
Learn to set up SAP Task Center on SAP BTP. Explore its architecture, components, and workflows for a unified task management experience.
Secure SAP BTP-hyperscaler connectivity with SAP Private Link service, protecting sensitive data within private networks.
Securely consume hyperscaler services from SAP BTP using federated identity with OIDC and X.509 certificates for short-lived credentials across AWS and GCP.
Securely access AWS services from SAP BTP using OIDC federation with SAP IAS or AWS IAM Roles Anywhere with X.509 certificates for short-lived credentials.
Configure secure, keyless access to GCP resources using OIDC-based Workload Identity Federation. Workloads authenticate without storing service account keys.
Overview of single-region and multi-region resiliency configurations for SAP BTP, linking to detailed single-region and multi-region architecture guidance.
Learn how single-region resiliency works for SAP BTP using Availability Zones and Multi-AZ deployments, including the benefits and limitations.
Manage the tenant lifecycle on SAP BTP: onboarding, upgrade, and offboarding for multitenant SaaS apps, automated with CAP MTX and Terraform.
Tenant models for multitenant SaaS on SAP BTP: provider and consumer subaccounts and data separation via column discriminator, database, or schema.
Estimate the total cost of ownership for multitenant apps on SAP BTP, with platform cost examples for Cloud Foundry and Kyma and SAP HANA Cloud sizing.
Transition from SAP NetWeaver-based products nearing 2027 end of maintenance, with successor solutions, integration strategies, and security considerations.