Retail & CPG Context

Real-Time Commercial Intelligence for Omnichannel Retail.

We build analytics engines that provide sub-second promotion lift and stockout signals. We turn raw commercial data into the actionable insights required for autonomous merchandising and pricing.

Retail & CPG ContextIntelligence
Current State

Fragmented Silos

Legacy Retail & CPG systems and disconnected feeds.

Unolabs Logic

Real-Time SKU Analytics

Promotion Optimization Loops

Desired State

Production Reality

Real-Time SKU Analytics

Real-Time SKU Analytics

Promotion Lift Tracking

Autonomous Retail Insights

Retail & CPG Bottlenecks

Industry-Specific Friction Points

Batch-Driven Insights

Retail decisions rely on day-old reports, missing the window for real-time promotion adjustments and stock rebalancing.

Fragmented Demand Signals

Analytics teams struggle to correlate web traffic with store-level inventory, leading to missed opportunities and waste.

Static Customer Segments

Personalization fails when segments are updated in monthly batches rather than reflecting real-time shopper behavior.

Industry Solution Path

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.

Input

Source Layer

01
Signal Join

Joining POS, eCommerce, and inventory signals in a sub-second analytics loop.

Flink + ClickHouse
Treatment

Industry Logic

02
Lift Analysis

Calculating real-time promotion lift and cannibalization effects across SKUs.

dbt + Stats Engine
03
Stock Intelligence

Identifying shelf-level stockout risks and rebalancing needs before they impact sales.

Prediction API
Output

Activation

04
Merchant Serve

Publishing actionable merchandising signals to store managers and autonomous pricing agents.

Real-time Dashboards
Domain Approach

How the work is engineered for Retail & CPG

01

Real-Time SKU Analytics

We build high-frequency analytics that track product performance across every channel in real-time.

02

Promotion Optimization Loops

We implement the logic needed to track and adjust promotion lift as market signals shift.

03

Omnichannel Shopper Insights

We unify cross-channel behavior into actionable data products for merchandising and growth agents.

Interested in the full industry blueprint?

We have deeper technical documentation for Enterprise Decision Intelligence & Operational Analytics for Retail & CPG in the Retail & CPG sector.