Enterprise Data & AI on Databricks
Turn a fragmented data estate into a single governed foundation for analytics and AI.
Your data is spread across warehouses, lakes, operational systems, and spreadsheets — each with its own access model, its own definition of "customer," and its own copy of the truth. That fragmentation is what makes AI projects stall at the pilot stage.
Databricks collapses those layers into one platform. We help you get there deliberately: architecture first, governance built in from day one, and a first production workload live in weeks rather than quarters.
SAP BTP
Is a powerful solution to help drive, automation, integration, application development across your SAP landscape. Our award winning team can support you on your journey.
Neptune Software
Focused on overcoming the slow process of app development cycles and complex SAP development, Neptune enables your IT team to meet growing business demands efficiently. VMG is Neptune's innovation partner of the year - let's fly!
Mendix
Create exceptional customer experiences, quickly bring new products to market, and optimize legacy investments. Mendix is the perfect platform to build software portfolios that turn your ideas into the perfect outcome.
NextWorld
Your partner for all-in-one platform management, quick-start applications with custom, modern solutions, and dynamic marketplace validity in the ERP industry.
Your Data Estate Grew Faster Than Your Architecture
Most enterprise data landscapes weren't designed — they accumulated. A warehouse for finance. A lake for the data science team. Extracts feeding a reporting layer. Point-to-point pipelines built to solve a problem three years ago that nobody has revisited since.
Each addition was individually reasonable. Together they produce a landscape where the same question returns different answers depending on who asks it, where onboarding a new analyst takes weeks, and where nobody can say with confidence who has access to what.
This is where AI initiatives quietly fail. Not on the model, but on the data underneath it — inconsistent, ungoverned, and impossible to trace back to a source anyone trusts.
Governance Isn't the Brake on AI. It's the Accelerator
Governance usually gets framed as the thing that slows delivery down — a review board, a checklist, a reason your request takes six weeks. That framing is what produces shadow data estates and duplicated extracts.
A lakehouse built on Unity Catalog inverts it. When access control, lineage, and audit are properties of the platform rather than processes bolted around it, you can open data up to more people, not fewer. Analysts self-serve because permissions are enforced automatically. Auditors get lineage on demand instead of a two-week reconstruction exercise. Data scientists move models to production because the governance question was answered before they started.
Fast and governed aren't a trade-off here. Ungoverned is what eventually makes you slow.
Key capabilities, integrated into a single Platform
Databricks replaces the warehouse, the data lake, and everything you built to move data between them with one governed platform.
Ingest — Get Everything In One Place
Ingest
Bring in batch and streaming sources — ERP, CRM, operational databases, SaaS platforms, event streams, files — through managed connectors and Lakeflow pipelines. Land data once, in an open format, without building a bespoke integration for every source.
Structure — Make It Reliable
Structure
Apply a medallion architecture so raw, cleansed, and business-ready data are clearly separated. Delta Lake brings transactional guarantees, schema enforcement, and versioned history, so a bad load is a rollback rather than an incident.
Govern — Make It Trustworthy
Govern
Centralize access control, lineage, and audit in Unity Catalog. Row- and column-level policies, data classification, and a single catalog spanning workspaces and clouds — mapped to your actual regulatory obligations, not a generic template.
Activate — Make It Useful
Activate
Put governed data to work through AI/BI dashboards, SQL warehouses, and production ML. The same permission model follows the data into every dashboard and model, so opening access doesn't mean widening exposure.
Why VMG's Approach Works
Architecture-Led, Not Tool-Led
Registered Databricks Partner
Enterprise Systems Depth
Pragmatic Delivery
Bringing Together Great People & Technology
We provide expert SAP consultants for your technology needs. Providing the appropriate guidance so you access relevant resources which are right for you.
SAP S/4HANA: Finance, Logistics, Procurement, and Production
- Finance: Managing financial transactions, accounting, controlling, and reporting
- Logistics: Supply chain management, warehouse operations, and transportation
- Procurement: Purchase orders, vendor management, and strategic sourcing
- Production: Manufacturing processes, quality control, and resource planning
HR Solutions: SuccessFactors, HR Systems, Time Management, and Payroll
- SuccessFactors: Cloud-based HR platform for talent management and recruitment
- HR Systems: Core HR processes, employee data management, and organization structures
- Time Management: Attendance tracking, leave management, and shift planning
- Payroll: Salary processing, tax calculations, and benefits administration
Application Management Support (AMS)
- We support all SAP ECC and SAP S/4 HANA modules as well as SuccessFactors, Ariba & BTP
- Our support hours are based on the flexible demand needs of your periodic business process tasks
- We can also plan for additional requirements such as new releases, change requests, audit problem resolution, cybersecurity updates and Migrations ECC to S/4
Technical: SAP BTP, ABAP, RAP, and Integration
- SAP BTP: Cloud platform for extending and integrating SAP applications
- ABAP: SAP's programming language for custom development
- RAP: RESTful Application Programming model for modern ABAP development
- Integration: Connecting different SAP and non-SAP systems seamlessly
Data: Archiving, Reporting, and Business Intelligence
- Archiving: Long-term data storage and management strategies
- Reporting: Creating standard and custom reports for business insights
- Business Intelligence: Advanced analytics and data visualization tools
Security and Access Management
- User authentication and authorization management
- Role-based access control implementation
- Security compliance and audit support
Ready to Build a Data Foundation You Can Trust?
Fragmented data and governance blind spots don't announce themselves. They show up as the report that took three weeks, the AI pilot that never reached production, and the audit request nobody can answer quickly.
As a registered Databricks partner, VMG Labs combines lakehouse expertise with deep enterprise systems experience and a delivery approach built around early, tangible results.
Let's start the conversation. Whether you have a defined programme or you're working out whether Databricks is the right direction, our team can help you understand the options and map a practical path.