How we tidied messy first-party customer data for a 100+ location retail grocer to unlock $14.5M in hidden revenue.
Project results
Annual Revenue Unlocked
Wallet-Share Gap Closed
Project Overview (The Chaos)
A multi-location retail grocer was pulling in over 30,000 new digital shoppers every single quarter, but they had a massive blind spot: 82% of those customers were completely under-engaged, logging fewer than one app session a week. While the company's tech vendors successfully built a functional mobile app, the actual backend customer data was an unorganized, chaotic mess. Leadership had big ideas for loyalty tiers on paper, but because the first-party data was untamed, they couldn't see why or where customers were dropping off and leaving millions on the table.
Project Execution (The Untangling)
Creative Reach was brought in as the specialized data engine to wrangle, tidy, transform, and analyze the raw shopper behavior files. We rolled up our sleeves, dove straight into the database, and physically untangled the mess with our hands:
- Wrangled and tidied months of fragmented app session histories and transaction logs for 30,773 new shoppers.
- Transformed the messy database into clear, distinct shopper cohorts based on real-world weekly app habits.
- Analyzed the hidden revenue patterns to prove that getting an under-engaged shopper to execute just one extra action per week would drive an extra $118 a quarter in spend.
- Built the clean execution blueprints the marketing team needed to trigger automated alerts right before a new user went cold.
Project Results (The System in Practice)
The real gold wasn't the app software itself, it was buried inside the unorganized first-party data. By scrubbing and analyzing the Q1 customer database, we proved that minor shifts in user behavior could transform a standard $322 quarterly shopper into a high-value $876 loyalist.
Our data transformation showed leadership exactly how to push user share-of-wallet from 14.6% to 19.9% in a single quarter by simply driving one extra digital offer clip per week. This surgical analysis gave the client a clear operational plan to secure $3.6M in immediate quarterly sales and an annualized $14.5M revenue lift, all without purchasing new software or cutting into profit margins with heavy discounts.
