Unlock the Wisdom in Your SAP Data

From siloed records to AI-ready intelligence

The Challenges Holding Enterprises Back

Fragmented SAP estates

(ECC, S/4HANA, BW, BTP, Ariba, Concur, SuccessFactors) and non-SAP sources produce silos, duplication, and inconsistent semantics.

Data quality debt

blocks trusted reporting, delays S/4HANA prep, and undermines analytics, forecasting, and AI applications. 

SAP-native tooling

is excellent for transactions but not designed for real-time, cross-domain analytics or AI feature pipelines. 

Compliance costs

and risk climb without lineage, access controls, and policy enforcement spanning SAP + non-SAP data. 

VE3 DataWise Built for SAP + Databricks 

A modern data transformation layer that turns SAP (and surrounding) data into clean, unified, governed, and AI-ready intelligence on a Databricks Lakehouse. 

Ingests SAP + external data at batch/streaming speeds

Cleans & standardises with MatchX rules & steward workflows

Unifies & models with clear business semantics and lineage

Governs via Unity
Catalog policies, roles,
and audit trails 

Activates insights in AI/ML, BI, and downstream apps/systems

How it works

Powered by MatchX for profiling, cleansing, and matching, and Databricks for Delta tables, DLT/Workflows, and Unity Catalog, DataWise is a comprehensive, end-to-end foundation. It's not just another MDM or reporting tool—it’s the backbone for trustworthy analytics, AI, and S/4HANA migration readiness. 

What Datawise Delivers

A Unified, Governed Lakehouse for SAP

We integrate data across core SAP modules (RTR, OTC, PTF, P2P, SD, MM, PP) and adjacent platforms like Ariba and Concur, landing and modeling it in a scalable, cost-effective Databricks Lakehouse on your preferred cloud.

Consistently High Data Quality

 Automated profiling, cleansing, and validation ensure accuracy and completeness, so stakeholders can trust every dashboard and model output.

Near Real-Time Insight

 Streaming and incremental pipelines unlock timely KPIs and interactive dashboards, reducing decision latency across all functions.  

Advanced Analytics & AI/ML

Using Databricks ML, we enable predictive and prescriptive use cases like predictive maintenance, fraud detection, and demand forecasting.

Governance You Can Rely On

Pre-configured cataloguing, lineage, access controls, and rule libraries help you meet compliance requirements while improving adoption and auditability.

The DataWise Architecture

01. Ingestion Layer
  • Scope: ECC, S/4HANA, BW/4HANA, BTP; Ariba, Concur, SuccessFactors; non-SAP (CRM, IoT/telemetry, web, finance systems).
  • Patterns: ODP/ODQ, IDoc/BAPI, APIs, CDC/streaming, secure file drops.
  • Benefits: Rapid onboarding, incremental loads, lower integration friction, faster time-to-value.
02. MatchX Quality & Rule Engine
  • Functions: Profiling, standardisation, fuzzy & probabilistic matching/linking, survivorship, golden-record creation, document matching (PDF, image text), exception queues and stewardship workflows.
  • KPIs: Data Trust Index (completeness, accuracy, consistency, timeliness), DQ SLAs, issue backlog burn-down.
  • Benefits: Reliable, deduplicated, trusted SAP data for analytics and AI.
03. Near Real-Time Insight
  • Build: Curated business models (finance, supply chain, PM, QM, MM, SD, HR), conformed dimensions, KPI definitions, SCD handling.
  • Runtime: Delta Live Tables / Workflows (Databricks), parameterised pipelines, testing/validation, lineage captured end-to-end.
  • Benefits: Semantic clarity, repeatability, auditability; fewer semantic disputes.
04. Advanced Analytics & AI/ML
  • Controls: Centralised catalogues, RBAC/ABAC, row/column-level policies, masking, tokenisation, PII handling, policy-as-code, audit logs.
  • Ops: Dev/Test/Prod workspaces, CI/CD, reproducible jobs, observability.
  • Benefits: Compliance confidence and safe self-service for analysts, scientists, and engineers.
05. Governance You Can Rely On
  • Analytics: Power BI/Tableau/Looker semantic layers and dashboards.
  • AI/ML: MLflow, Feature Store, time-series/demand forecasting, anomaly detection, LLM-augmented analytics.
  • Reverse ETL & Apps: Push cleansed insights back into SAP or line-of-business systems (alerts, worklists, next-best-action).
  • Benefits: Actionable outcomes, not just dashboards.

Industry Impact

Our data analytics services are designed to support complex enterprise environments across industries, including:

Public Sector & Enterprises

Healthcare & Lifesciences

Retail & Ecommerce

Telecommunications

Manufacturing

Financial Services

What You Get

Pre-built SAP Connectors for ECC, S/4HANA, BW, BTP, and more—speeding up integration and time-to-value.  

Data Model Templates tailored to common SAP modules and industry patterns accelerating design and harmonization. 

Automated Data Pipelines using Databricks and SAP integration tools
(e.g., SAP Data Services, SAP BTP Integration Suite).  

Data Governance Framework with catalogue, lineage, access control, and data quality rules out of the box.

Reference Architectures and implementation playbooks to derisk delivery.

Business Outcome Framework to define, measure, and realize tangible value.

VE3 DataWise Built for SAP + Databricks 

A modern data transformation layer that turns SAP (and surrounding) data into clean, unified, governed, and AI-ready intelligence on a Databricks Lakehouse. 

Deep Profiling

to proactively spot inconsistencies, anomalies, and gaps in your data.

Matching & linking

(exact, fuzzy, and probabilistic) to deduplicate and link data across SAP and non-SAP sources. 

Cleansing & standardization

with configurable rule sets to ensure consistency.

Document matching

for unstructured data (PDFs, images) alongside structured records.

A rule library & workflows

for review, approval, and continuous improvement, ensuring quality is an ongoing process. 

How it works

Why Choose VE3

Deep SAP module expertise with SAP & Databricks certified consulting

MatchX for data quality and intelligent matching

 Prebuilt templates and pipelines for faster execution

 Outcome-first methodology with VE3 Ascend compatibility

Real Business Outcomes

30%

Faster Go-Live

40%

Improved Process Efficiency

30 - 50%

Cost Savings via Automation & Testing Tools 

80%

Reduction in Migration Errors

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