SAP Data for AI and Machine Learning

Extract SAP data for AI and machine learning pipelines. Deliver to Microsoft Fabric, Databricks, Snowflake, and Alteryx AI. Write model outputs back to SAP.

AI and machine learning models built on SAP data require structured, reliable, and repeatable access to SAP transactional and master data at scale. DVW Analytics products provide the SAP data layer for AI and ML workflows. They extract data from SAP ECC, S/4HANA, BW, and more, prepare and deliver it to Microsoft Fabric, Databricks, Snowflake, and Alteryx AI, and write model outputs back into SAP. No manual exports, no staging databases, no ABAP development required.

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This demo shows SAP data delivered to Alteryx Analytics Cloud using the DVW Flow Tool. The DVW Flow Tool also connects SAP data to Microsoft Fabric, Databricks, and Snowflake. The DVW Alteryx, KNIME, and Dataiku Connectors for SAP provide equivalent SAP data access within their respective platforms. See all products below.

Key capabilities

SAP data extraction for AI pipelines

• Extract data from SAP ECC, SAP S/4HANA, SAP BW, SAP BW/4HANA, SAP Analytics Cloud, and more
• Access SAP Tables, T-Codes, SAP BW Queries and InfoProviders, SAP HANA Views, SAP OData services, and more
• Apply over 100 built-in transformation and cleansing operations before delivery to AI platforms
• Delta load support for incremental data refresh into AI and ML pipelines
• Multiple SAP systems in a single workflow, combining data from SAP ECC, S/4HANA, and BW in one extract
• Respects SAP user authorisations: governed, auditable data access for AI workloads

Delivery to AI and ML platforms

• Microsoft Fabric: deliver SAP data directly to Microsoft Fabric for analytics, reporting, and AI-assisted workflows
• Databricks: deliver SAP data to Databricks for model training and inference pipelines (Premium Add-On)
• Snowflake: load structured SAP data into Snowflake for data science and ML teams (Premium Add-On)
• Alteryx AI: the DVW Alteryx Connector for SAP provides direct SAP data access for Alteryx Designer and Alteryx Server workflows
• KNIME: the DVW KNIME Connector for SAP provides SAP data access within KNIME's ML and data science platform
• Dataiku: the DVW Dataiku Connector for SAP integrates SAP data into Dataiku projects for advanced analytics and machine learning
• Azure Data Lake and Azure Blob Storage: deliver SAP data to Azure storage via the DVW Flow Tool for downstream AI and ML consumption
• File format support: Parquet, JSON, CSV, HDF for AI pipeline compatibility

Writing model outputs back to SAP

• Post AI model forecasts to SAP IBP Planning Areas for supply chain and demand planning scenarios (Add-On)
• Write model scores and classifications to SAP CRM, SAP ECC, and SAP S/4HANA using SAP BAPIs (Add-On)
• Update SAP BW InfoProviders with model outputs for reporting and dashboard consumption (Add-On)
• Write to SAP Analytics Cloud objects from model output workflows (Add-On)
• Load model-generated master data updates to SAP using IDoc technology (Add-On)

Microsoft Fabric integration: included in the DVW Flow Tool Base License

Microsoft Fabric integration is included in the DVW Flow Tool Base License at no additional cost. Organisations building analytics, reporting, or AI workflows on Microsoft Fabric can deliver structured SAP data directly to Fabric without an additional license. Databricks and Snowflake integrations are available as premium add-ons.

Typical use cases

• Delivering SAP financial, supply chain, and operational data to Microsoft Fabric for AI-assisted reporting and analytics
• Building demand forecasting models on SAP sales history and inventory data in Databricks or Alteryx AI
• Predictive maintenance models built on SAP Plant Maintenance data delivered to Databricks or Snowflake
• Customer segmentation and churn modelling using SAP CRM and billing data in Dataiku or KNIME
• Automated anomaly detection on SAP transactional data using Alteryx AI or KNIME ML capabilities
• Combining SAP data with non-SAP sources in Microsoft Fabric or Snowflake before model training
• Writing AI-generated demand forecasts from Databricks back to SAP IBP for operational planning
• AI-assisted data validation and field mapping during SAP data migration projects

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DVW Analytics products for SAP data AI and ML

DVW Flow Tool

The primary DVW product for SAP data delivery to AI and ML platforms. Connects to Microsoft Fabric (included in base licence), Databricks and Snowflake (Premium Add-Ons), Azure Data Lake, Azure Blob Storage, and a range of file formats. Supports SAP write-back of model outputs via BAPI, IDoc, OData, IBP, and SAP BW Add-Ons. Scheduled, unattended workflows via DVW Flow Tool Server.

DVW Flow Tool | Demos | Pricing

DVW Alteryx Connector for SAP

Provides direct SAP data access within Alteryx Designer and Alteryx Server for AI and ML workflows. Supports the full range of SAP read sources and write-back Add-Ons. Suitable for organisations using Alteryx as the primary AI and ML platform.

DVW Alteryx Connector for SAP | Demos | Pricing

DVW KNIME Connector for SAP

Provides SAP data access within KNIME Analytics Platform and KNIME Hub for ML and data science workflows. KNIME's native ML capabilities, including deep learning, model training, and deployment, can operate directly on SAP data extracted via the DVW KNIME Connector for SAP.

DVW KNIME Connector for SAP | Demos | Pricing

DVW Dataiku Connector for SAP

Integrates SAP data into Dataiku projects for advanced analytics, data science, and machine learning. Read and write SAP data within Dataiku workflows.

DVW Dataiku Connector for SAP | Demos | Pricing

Relevant demos

DVW Flow Tool: SAP data integration for Snowflake

End-to-end demo of extracting SAP data and delivering it to Snowflake. Shows T-code execution, automatic SAP output conversion, dynamic filtering, multi-source joins, and data cleansing. Applicable to Databricks and Microsoft Fabric delivery workflows.

Watch DVW Flow Tool Demos

DVW Flow Tool: SAP integration with Alteryx Analytics Cloud

Demonstrates connecting SAP data to Alteryx Analytics Cloud including Designer Cloud, Auto Insights, and App Builder. Shows data preparation, multi-source combination, and AI-driven insights from SAP data.

Watch DVW Flow Tool Demos

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