Engineer the Commercial Pulse of 2026 Retail.
We build real-time SKU-level pipelines that unify POS, ecommerce, and supply signals. This is the foundation for merchandising agents that can rebalance inventory and pricing autonomously as market signals shift.
FRAGMENTED COMMERCIAL SILOS
Disconnected retail signals across POS, ecommerce, and supply systems
REAL-TIME COMMERCIAL LOOPS
Demand sensing + autonomous merchandising coordination
PRODUCTION REALITY
Autonomous inventory + pricing responsiveness
Real-time SKU Traceability
Omnichannel Data Fabrics
Agent-Ready Training Sets
Industry-Specific Friction Points
The Commercial Blind Spot
POS, web, and supply data live in 24-hour silos. By the time you see a stockout or promotion lift, the window for autonomous remediation has closed.
Fragmented SKU Identity
Products are described differently across ERP, PIM, and distributor feeds, preventing the unified visibility required for agentic supply chains.
Static Merchandising
Pricing and inventory decisions rely on historical batches rather than high-frequency signals from the omnichannel edge.
How the Retail & CPG system talk to each other
This technical flow diagram reveals how Unolabs treats Retail & CPG data to deliver governed, production-ready outputs.
Source Layer
Omnichannel Ingest
Real-time extraction of SKU and transaction signals from distributed retail endpoints.
Industry Logic
Identity Resolution
Unifying disparate product and customer IDs into a single retail commercial entity.
Demand Enrichment
Enriching transaction streams with external market signals for merchandising agents.
Activation
Autonomous Serve
Publishing agent-ready data products for real-time inventory and pricing rebalancing.
How the work is engineered for Retail & CPG
Real-Time Commercial Loops
We engineer low-latency pipelines that unify POS and web events into a single commercial stream for merchandising agents.
Omnichannel Identity Resolvers
We build resolution engines that connect product and customer signals across every channel into a single source of truth.
Synthetic Demand Factories
We generate high-fidelity synthetic retail data to train agents on edge-case demand scenarios without exposing PII.
Interested in the full industry blueprint?
We have deeper technical documentation for Data Engineering & Integration for Retail & CPG in the Retail & CPG sector.