Enterprise architecture
Comprehensive data engineering solutions tailored for Microsoft Dynamics 365 and enterprise systems
ENTERPRISE ARCHITECTURE
What we deliver
We specialize in backend data engineering tailored for enterprise resource planning (ERP) systems.
Staging & integration layers align with your ERP
Build raw and curated staging layers that reflect native ERP schemas and transaction structures
- Understand and map complex ERP data models, including financials, procurement, projects, inventory, and order-to-cash cycles
- Handle ERP-specific logic such as settlements, balances, cost allocations, and GL postings
- Support hybrid data sources where ERP data is extended by CRM, HRMS, or external systems
- Native integration with D365 F&O, SAP ECC/S4, Oracle EBS/Cloud, NetSuite, and legacy ERPs
Analytics ready fact & dimension models
Engineer modular, reusable data models that capture key business metrics
- Design star and snowflake schemas optimized for BI tools
- Enable traceability from dashboard KPIs back to ERP transaction IDs
- Create cross-functional data views that bridge finance, supply chain, and operations
- Capture revenue, cost, margin, inventory, WIP, and other critical business metrics
Data quality, reconciliation & audit
Apply robust data quality checks and reconciliation logic
- Build reconciliation logic to align analytics outputs with ERP reports (trial balances, stock ledgers)
- Implement referential integrity, duplication checks, and threshold alerts
- Capture data lineage to ensure full transparency from source to report
- Support audit-compliant data tracking and validation
Performance tuned for analytics
Design queries and pipelines optimized for low-latency analytics
- Use materialized views, incremental loads, partitioning, and aggregation layers
- Support real-time dashboards and batch reporting requirements
- Optimize for Power BI, Tableau, Excel, and SQL-based query layers
- Enable sub-second response times for interactive analytics
Use cases we support
- Ledger reconciliation
- Trial balances
- Margin analysis
- Working capital dashboards
- Ledger reconciliation
- Trial balances
- Margin analysis
- Working capital dashboards
- Cost Savings
- Vendor Performance
- Purchase ROI
- Contract Compliance
- Vendor spend analysis
- Payment terms optimization
- Purchase price variance
- Supplier scorecards
- Inventory Turnover
- Stock Accuracy
- Fill Rate
- Lead Time
- Stock valuation
- Item movement tracking
- Demand forecasting
- Supply chain optimization
- Project Margin
- Budget Variance
- Resource Efficiency
- Timeline Adherence
- Profitability by task
- WIP tracking
- Budget vs. actuals
- Resource utilization
- Sales Growth
- Customer Lifetime Value
- Order Fulfillment
- Market Share
- Sales pipeline analysis
- Delivery performance
- Revenue tracking
- Customer profitability
Tech stack compatibility
Enterprise-grade integration across all major platforms
ERP systems
- Microsoft D365 (F&O, BC)
- SAP ECC/S4HANA
- Oracle EBS/Cloud
- NetSuite
- Legacy ERPs
ETL/ELT tools
- Azure Data Factory
- SSIS
- Informatica
- SAP Data Services
- Fabric Pipelines
Data platforms
- Azure SQL
- Snowflake
- Synapse Analytics
- Databricks
- BigQuery
- Microsoft Fabric
Analytics tools
- Power BI
- Tableau
- Excel
- Python/R
- SQL Server Analysis Services
Storage
- Data Lake Gen2
- Delta Lake
- Parquet
- Lakehouse Architecture
- Fabric Pipelines
Governance
- Microsoft Purview
- Alation
- Data Classification
- Lineage Tracking
Our differentiator
We don't build dashboards—we engineer the clean, structured, reconciled data foundation that makes great dashboards possible. Your BI, finance, and operations teams don't need to wrestle with raw ERP data anymore. We build the data backbone that's optimized for performance, quality, and scale—so your teams can focus on insights, not integration.
| Traditional Approach | Our Approach | Business Benefit |
|---|---|---|
| Manual file uploads and basic ETL | Automated, script-driven pipelines with full audit trails | 99.9% data accuracy with complete traceability |
| Focus on forms & functions | Focus on data lineage, integrity, and business logic | Analytics-ready data that business users can trust |
| Minimal audit support | Full documentation & audit-ready logs | Compliance-ready with complete data governance |
| One-time data delivery | Framework built for continuous integration and updates | Scalable platform that grows with your business |
We specialize in backend data engineering tailored for enterprise resource planning (ERP) systems. Our services focus on building robust, scalable, and analytics-ready data foundations—not dashboards, but the critical data pipelines and curated models your BI and data science teams need to deliver value fast.