Resources & Insights
Thought leadership on CPG data operations, outlet transactional data, and retail analytics.
How a Top-5 US Beverage Brand Eliminated Weekly Data Reconciliation
A Fortune 500 beverage leader was spending 40+ person-hours per week manually reconciling transactional data from 300+ retail outlets. After deploying a centralized harmonization layer, that overhead dropped to zero.
The State of Outlet Transactional Data in CPG: 2024 Benchmark Report
We surveyed 140 CPG data and analytics leaders about their outlet data operations maturity. The results reveal a widening gap between organizations with harmonized, analytics-ready data and those still managing fragmented, inconsistent feeds.
People, Process, Technology: A Framework for Outlet Data Excellence
Technology alone cannot solve the outlet data challenge. This whitepaper presents a structured framework for aligning your organization's people, processes, and technology investments around a unified outlet data strategy.
From 40 Retailer Feeds to One: A Grocery Leader's Data Transformation
A top-10 US grocery manufacturer was managing 40 separate retailer data feeds, each with unique formats, schedules, and quality issues. This case study details their 90-day consolidation into a single harmonized data stream.
Why POS Data Normalization Fails (And What to Do Instead)
Most CPG organizations approach POS data normalization as a one-time ETL project. This is why they fail. We break down the structural reasons normalization initiatives stall and what a sustainable approach looks like.
SKU-Level Granularity: The Missing Piece in CPG Retail Analytics
Category-level and brand-level retail analytics are table stakes. The CPG organizations winning at the shelf are the ones who've solved for SKU-level outlet data — here's what that capability enables and how to build it.
The ROI of Clean Outlet Data: A CPG Finance Team's Perspective
Outlet data infrastructure is hard to cost-justify using traditional IT ROI frameworks. This whitepaper, co-authored with a Fortune 200 CPG finance team, presents a rigorous model for quantifying the business value of outlet data quality.
Scaling From 5 to 500 Retailers: Integration Lessons from a CPG Startup
A fast-growing CPG startup outpaced their data infrastructure as they expanded from regional to national distribution. This case study documents the integration architecture decisions — good and bad — that shaped their path to 500 retail partners.
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