Shopify Analytics tells you what happened. Predictive analytics tells you what's about to happen. I build custom ML models for Shopify brands that forecast churn, optimize ad spend, predict inventory needs, and identify high-LTV customers before your competitors do.
These are the data blind spots I fix most often for growing DTC brands.
You know your repeat purchase rate, but you don't know WHICH customers will buy again, when, or how much. Retention feels like a lottery.
CPA is rising, ROAS is dropping, and you can't tell which channels actually drive profitable customers vs. one-time buyers.
You're either stocking out on winners or sitting on dead inventory. Your reorder decisions are based on gut feel, not demand signals.
Shopify, Klaviyo, GA4, your 3PL, your ad platforms. Nobody has a single source of truth, so decisions get delayed or duplicated.
Predictive systems that plug directly into your existing tech stack — no app bloat, just actionable insights.
A machine learning model that scores every Shopify customer on predicted lifetime value and churn probability — updated weekly.
Move beyond last-click attribution. Build a data-driven model that maps ad spend to actual customer profitability, not just first purchases.
Predict SKU-level demand 14-60 days out using seasonality, promo calendars, and velocity trends. Set smart reorder points that prevent stockouts.
A unified Power BI or Looker Studio dashboard that merges Shopify, ad, email, and inventory data into one view your leadership team will actually use.
Fixed-scope projects designed for Shopify brands scaling from $10K-$1M+ monthly revenue.
Validate your data readiness, identify quick wins, and map predictive feasibility.
End-to-end model training, dashboard integration, and automation setup.
Ongoing model monitoring, cohort analysis, and quarterly strategy optimization.
Most brands recover project cost within 45-90 days through ad spend optimization, reduced stockouts, and improved retention ROI.
A lightweight, app-integrated process that doesn't disrupt your store operations.
We review your Shopify setup, connected apps (Klaviyo, Recharge, GA4, 3PL), and business goals. I map your data sources and identify predictive opportunities.
I connect to the Shopify Admin API, export historical orders, customer behavior, and marketing spend. Data is cleaned, deduplicated, and structured for modeling.
I train predictive algorithms (LTV regression, churn classification, demand forecasting) and validate against holdout periods. We choose the model that balances accuracy with business actionability.
Predictions are synced to your marketing tools (Klaviyo segments, CRM tags) and visualized in a live Power BI/Looker dashboard. Automation handles weekly updates.
You receive the model, documentation, and a training session. We run a 30-day optimization window to refine thresholds, adjust forecasts, and ensure full team adoption.
Technical & App Stack
Real Shopify brands that moved from reactive reporting to predictive growth — click any to see the full breakdown.
Beauty DTC · $450K/mo
Predictive CLV scoring revealed Meta ads drove high-volume but low-LTV buyers. Budget shifted to creator partnerships + email. LTV:CAC improved from 1.9x to 3.4x.
View portfolioApparel Subscription · Recharge
Built churn probability model synced to Klaviyo. Triggered personalized offers 14 days before predicted cancellation. Recovered $210K in annual recurring revenue.
View case studyHome Goods · Shopify Plus
Implemented 30-day demand forecasting across 1,200 SKUs. Adjusted safety stock + reorder points. Reduced stockout days by 85% during Q4 holiday surge.
View portfolioReady to Predict, Not Just Report?
Tell me about your store, current stack, and growth bottlenecks. First call is free — no pitch, no obligation. Just a clear path to data-driven scale.
Book Your Free Shopify AuditRemote worldwide · Works with all Shopify plans · Typically respond within 24 hours · adeyemi@adediranadeyemi.com