Built in production. Proven at scale.
20 years of enterprise data engineering across ERP, POS, loyalty, ecommerce, supply chain, and marketing platforms. Every diagram below represents a real system built, deployed, and maintained in production.
From enterprise delivery to autonomous agent suites
Twenty years of enterprise delivery, packaged as autonomous agent suites — the same expertise, deployable on your stack without standing up a team. These are the 4enterprise-delivery suites; the fleet runs to 6 in total.
Supply Chain Integration Suite
A standardized warehouse interface contract deployed across every warehouse node. Every node receives identical master files. Every inbound transaction routes through a common staging schema back to the ERP. Real-time purchase order replication via Azure Synapse → Delta Lake distributing to 3PL partners, replacing nightly FTP batch. Dual-path inventory feeding both operational integration and cloud archive simultaneously.
4 agents built for this domain, deployable against your systems — warehouse reconciliation, PO distribution, freight status, and supplier compliance risk. They run in your environment, not on a platform I own.
Loyalty & Customer Intelligence Suite
A complete loyalty ecosystem for millions of customers — points accrual from raw POS transactions, voucher generation and distribution, customer master profile merging identity across CRM, ecommerce, POS, and WMS. RFM scoring and behavioral segmentation feeding the marketing automation platform. Email engagement facts from 7 event types across billions of rows, year-partitioned, enriching the golden customer record.
5 agents built for this domain, deployable against your systems — transaction processing, reward generation, customer identity resolution, engagement enrichment, and campaign segmentation. They run in your environment, not on a platform I own.
Commerce & Catalog Intelligence Suite
End-to-end ecommerce pipeline — product catalog from PLM through multi-hop SSIS staging into the item master, then distributed to POS registers, ecommerce, PIM, and ERP. Web order lifecycle: e-commerce platform → fraud detection → OMS → payment settlement → a split fulfillment path. ESB dual-path for real-time POS rollups and GL transactional posting. Loyalty promotions synchronized across all channels to registers in real time.
4 agents built for this domain, deployable against your systems — catalog consistency, order health, inventory risk, and promotion propagation. They run in your environment, not on a platform I own.
Platform Modernization Suite
Full enterprise data platform modernization — all systems unified under a medallion architecture with Loop automation for Bronze ingestion, Materialized Lake Views for Silver transformation, pipeline-driven Gold with star schema, and a lakehouse semantic model with Data Agents and DirectLake Power BI. Migrated 200+ SSIS packages and 15+ integrated systems into a governed, scalable foundation.
4 agents built for this domain, deployable against your systems — ingestion monitoring, data-quality validation after every transformation, upstream schema-drift detection, and semantic model performance. They run in your environment, not on a platform I own.
Domain suites, one intelligence mesh
External Signals
Public Intelligence Layer
My public data intelligence layer
Your Data Foundation
Enterprise Data Foundation
Domain Agent Suites
Supply Chain
Loyalty
Commerce
Platform
Morning Briefing Agent
One email at 6am with everything that changed overnight.
My public data layer feeds risk and market signals into your enterprise foundation. Domain agents deploy onto your clean data. The Morning Briefing Agent synthesizes everything into one daily digest. This is what I build.
The architecture behind the suites
Every domain suite is built on real architecture diagrams from production systems. Explore the technical foundations.
Loyalty customer sync + email fact enrichment
Customer profiles from the CRM and the merchandising system converge in the central data warehouse. Email engagement facts from the marketing automation platform arrive via FTP into a staging SQL instance, enriching customer records before syncing back to the CRM.
Pattern: Multi-source customer master · Email fact enrichment · Bidirectional CRM sync
Loyalty voucher distribution
Voucher data originating in the CRM flows through a cloud SQL staging layer into the central data warehouse, then distributes to the merchandising system for redemption tracking and the e-commerce platform for online application.
Pattern: Bidirectional CRM integration · Central DW as distribution hub · Voucher lifecycle tracking
Email engagement tracking · Billion-row pipeline
The marketing automation platform pushes 7 email event types via FTP into a SQL repository. Due to volume (billions of rows), email fact tables are partitioned by year. At runtime, closed years are pre-compiled and unioned with the live year, then merged into a single-row-per-address rollup table.
Pattern: High-volume FTP ingestion · Year-based table partitioning · Incremental rollup merge · One row per email address
Customer & Loyalty Data Platform
The complete enterprise data platform — 200+ data integration pipelines integrating loyalty points engine, customer master profile across CRM/e-commerce/POS/WMS, RFM segmentation, GL reconciliation pipeline, and email fact enrichment across billions of rows. The foundation for both the Loyalty & Customer Intelligence Suite and the Commerce & Catalog Suite.
Pattern: 200+ data integration solutions · Full-stack integration · Foundation for domain agent suites
Enterprise hub-and-spoke ETL
Full enterprise integration architecture. 20+ source systems normalized through a central SQL Server data warehouse, serving downstream analytics, CRM, and partner networks.
Pattern: Hub-and-spoke ETL · Central DW · FTP batch ingestion · SSIS pipelines
Microsoft Fabric · Metadata-driven medallion pipeline
Fully metadata-driven ingestion pipeline built on Microsoft Fabric. A control table stores source connection strings, schemas, and destination mappings — a ForEach pipeline iterates every entry to load all sources into the Bronze lakehouse without a single hardcoded pipeline per source. Materialized Lake Views transform into Silver. A Copy Data pipeline builds a star schema with surrogate keys into Gold. An enterprise semantic model with DirectLake serves Power BI reports, Data Agents, and natural language chat.
Pattern: Metadata-driven ingestion · Control table ForEach · Materialized Lake Views · Star schema with surrogate keys · DirectLake semantic model · AI agents over data
Full enterprise data platform · Modernized
The complete "after" picture — all 15 enterprise systems unified under Azure Synapse Analytics with a Bronze/Silver/Gold medallion architecture, Delta Lake storage, and a clean serve layer. Replaces point-to-point SSIS integrations with a single governed platform.
Pattern: Azure Synapse workspace · Full medallion · Unified ingestion · Cold archive tier · Serve layer
End-to-End Ecommerce Integration
Full ecommerce data integration: product catalog from PLM through multi-hop staging to item master, distributed to POS registers, the e-commerce platform, PIM, and ERP. Web order lifecycle through fraud detection, OMS, payment settlement, and a split fulfillment path. ESB dual-path for real-time POS rollups and GL posting. Loyalty promotions synchronized end-to-end.
Pattern: Order lifecycle · Multi-channel catalog distribution · POS sync · ESB dual-path integration
Web order fulfillment · Current + future state
Full web order lifecycle: the e-commerce platform creates orders → fraud detection → OMS orchestrates fulfillment → payment settlement → a split fulfillment path. An ESB handles 30-minute POS rollups to workforce management. Future state annotations show ERP GL direct posting replacing batch files.
Pattern: Order lifecycle · Fraud + payment integration · Split fulfillment path · Current + future state documented
ESB integration · POS sales + promotions
CRM loyalty promotions push to the e-commerce platform and down to POS registers. The ESB acts as the integration hub for two concurrent paths: 30-minute POS rollup files to workforce management, and transactional GL files to the ERP via package APIs.
Pattern: ESB dual-path: 30-min rollups + ERP GL transactional posting · Promotion lifecycle management
Sales transaction pipeline · Hybrid state
POS transaction flow showing three eras running simultaneously: in-store hardware stack, Azure Service Bus real-time event streaming, legacy SSIS batch analytics path, and the emerging ERP/Delta Lake future state — all operating in parallel.
Pattern: Hybrid three-era coexistence · Real-time events + SSIS batch · CRM dual role (CX + loyalty)
Inventory integration · Dual-path pattern
ERP inventory data simultaneously feeds the primary integration path (SSIS staging → OMS → CRM) and branches to Azure Data Lake Gen2 for cloud archive. A clean example of the dual-path pattern used during modernization transitions.
Pattern: Dual-path: primary integration + parallel cloud archive from same source
Product item creation pipeline
End-to-end product data integration: from PLM design through staging hops into the item master, then distributed to POS, ecommerce, and product content systems. Shows the hybrid moment — legacy SSIS paths running alongside the emerging Azure Data Lake path.
Pattern: Multi-hop SSIS staging · Item master distribution · Hybrid legacy-to-cloud
Multi-warehouse supply chain integration
Designed and maintained a standardized warehouse interface contract deployed across every warehouse node. Every node receives identical master file structure (product, location, distributions). Every inbound transaction (receipts, shipments, adjustments, inventory sync) routes through a common SSIS staging schema back to the ERP. The contract is the architecture — adding a new warehouse is a configuration, not a build.
Pattern: ERP-authoritative hub · Standardized interface contract · SSIS staging layer · Nightly inventory reconciliation across all nodes
Supply Chain Integration
Standardized warehouse interface contract deployed across every warehouse node. Real-time purchase order replication via Azure Synapse → Delta Lake to 3PL partners, replacing nightly FTP batch. Dual-path inventory simultaneously feeding operational integration and cloud archive.
Pattern: Warehouse interface contract · Real-time PO distribution · Dual-path inventory · FTP batch replacement
Purchase order distribution · Lakehouse pattern
Real-time ERP purchase order replication into a Bronze/Silver medallion pipeline via Azure Synapse. Delta Lake as the export hub distributing POs to 3PL partners — replacing nightly FTP batch with event-driven distribution.
Pattern: Real-time replication · Bronze/Silver medallion · Delta Lake 3PL export hub · ACID transactions