Production Data Copy Across Complex Enterprise Landscapes
- Aaloka Anant

- Mar 18
- 4 min read
Updated: Mar 20
How MAYA AppSafe delivers AI-powered data protection across SAP RISE, on-premises, hyperscaler, and air-gapped environments:with full sovereignty and zero compromises.
The Challenge: Complex Landscapes, Consistent Privacy and anonymity
Modern SAP landscapes are no longer monolithic. Organizations run S/4HANA on SAP RISE, maintain legacy ECC systems on-premises, deploy applications on hyperscalers, and increasingly face regulatory constraints dictating where data can reside.
For data privacy solutions, this creates a fundamental question: How do you achieve consistent data protection when your systems are scattered across multiple environments with different security models?
MAYA AppSafe answers this with deployment flexibility that brings the same powerful capabilities: AI-powered discovery, patented algorithms, and cross-system consistency to every environment, including fully air-gapped installations.
What Makes AppSafe Different: Six Unique Advantages
Before exploring deployment options, understand the capabilities that remain consistent across all configurations:
AI-Powered Data Discovery
Pre-trained models (including SAP RPT-1) identify sensitive data automatically. No GPU required for inferencing: our RAG models run locally without internet connectivity. True Local AI that works in any deployment.
Ready-to-Use Algorithms
EPO-patented algorithms (USPTO pending) eliminate consulting overhead. No need to define how names, bank accounts, or addresses should transform. This knowledge is standardized and built-in. Full visibility, no black-box.
AI-Generated Recommendations
Beyond standard PII, local AI identifies environment-specific sensitive fields:country-specific social security numbers, custom IDs, industry-specific data. Comprehensive protection tailored to your context.
Standard Fields in application + Custom fields (Z fields) + Customer namespaces all as standard.
System-Wide Consistency
Patented "Collaboration Groups" maintain referential integrity across databases, files, images, and applications. Run cross-application business processes in transformed systems with confidence.
Simple Setup, Full Control
Deployment in hours, not weeks. AI-generated proposals with human oversight reduce project timelines from months to days: often to one-tenth of traditional approaches. Time saved is competitive advantage gained.
Complete Sovereignty
You choose where to host. No data leaves your ownership. Use advanced AI capabilities in completely protected, isolated environments. Essential for regulated industries with strict data residency requirements.
Deployment Options
Every option below delivers the full AppSafe capability set. Choose based on your infrastructure reality and compliance requirements.

Option 1: SAP RISE Co-located Recommended
Deploy AppSafe on a RISE IaaS server within the SAP Data Center, alongside your S/4HANA system.

Optimal performance: zero cross-datacenter latency
Single security perimeter: simplified governance
AI runs locally within SAP infrastructure: no data exposure
Full sovereignty: SAP DC locations meet data residency requirements
Installation: SAP Basis team performs installation with MAYA remote support. Typically requires service days coordination with RISE team.
Option 2: Customer Data Center with VPN Fallback
Deploy AppSafe in your own infrastructure, connecting to SAP RISE via secure VPN.

Full infrastructure control: AppSafe runs on your hardware
Complete sovereignty: AI processing stays in your data center
Patented algorithms ensure consistency even across network boundaries
Acceptable for periodic workloads and system refreshes
Requirements: Secure VPN tunnel to SAP RISE, 1 Gbps+ recommended bandwidth.
Option 3: Hyperscaler (AWS / Azure / GCP)
Deploy AppSafe on cloud VMs in the same region as your SAP workloads, using native cloud networking.

Cloud-native deployment: EC2, Azure VM, or GCE instances
VPC/VNET peering for private, low-latency connectivity
Hybrid support: connect to on-premises via Direct Connector from Hyperscalers
Local AI processing: no data sent to external AI services
Supports organizations with cloud-first mandates while maintaining data privacy through local processing.
Option 4: Air-Gapped / No Hyperscaler Regulated Industries
For organizations where regulatory or legal constraints prohibit hyperscaler usage entirely.

Zero external dependencies: no internet, no cloud, no external APIs
Software delivered via secure file exchange: no online repositories
Full AI capabilities offline: pre-trained models run without connectivity
Sanctions-compliant: meets US / EU regulatory restrictions
Proven in Production
Three European organizations currently run AppSafe in fully air-gapped environments including deployments in Norway, Switzerland, and Austria, demonstrating proven capability in the most restrictive scenarios.
Option 5: Multi-System Landscape (SAP + Non-SAP)
A single AppSafe instance serving heterogeneous environments including S/4HANA, ECC, Oracle, SQL Server, and more.

Unified management: one interface for data anonymity across systems
Cross-system consistency: Collaboration Groups work across databases
Centralized AI recommendations: consistent detection across platforms
Reduced complexity: single deployment, multiple systems protected
Deployment Comparison
Option | Performance | Sovereignty | Best For |
RISE Co-located | Optimal | SAP DC regions | Most RISE customers |
Customer DC + VPN | Good | Full control | Infrastructure control priority |
Hyperscaler | Optimal | Cloud regions | Cloud-first organizations |
Air-Gapped | Optimal | Complete | Regulated industries, sanctions |
Multi-System | Varies | As per base option | Heterogeneous landscapes |
Why Sovereignty Matters
In an era of increasing data regulation, the ability to deploy advanced AI capabilities without data leaving your environment is not a luxury: it's a requirement.
"With AppSafe, we use AI-powered data discovery and transformation without a single byte of production data leaving our data center. The local AI models deliver the same intelligence as cloud services, but with complete control."- European Financial Services Customer
Whether you're subject to GDPR, AI Act, sanctions laws, or industry-specific regulations like HIPAA, AppSafe's architecture ensures you can adopt advanced data privacy technology without compromising on sovereignty.
From Months to Days: The Timeline Impact
Traditional data anonymization projects require extensive consulting to define transformation rules, build custom scripts, and validate consistency. AppSafe's approach changes this fundamentally:
AI-generated proposals replace weeks of analysis
Patented algorithms eliminate custom development
Human oversight ensures responsible AI:review and approve, don't build from scratch
Project timelines reduced to one-tenth in standard cases
Time saved translates directly to competitive advantage - faster response to business changes, accelerated digital transformation, and reduced compliance risk exposure.
Ready to Deploy?
Whatever your landscape compxity, consistent data privacy across all environments is achievable. Let's discuss which deployment option fits your requirements.


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