Question 1
Are delivery delays creating support volume and subscription churn?
Evidence: Carrier events · tickets · subscriptions · customer identity
[ ECOMMERCE OPERATING SYSTEMS ]Built in real DTC operations
The operating layer behind high-volume ecommerce.
Connect Shopify, fulfillment, delivery, support, subscriptions, marketing, inventory, and finance so your team can trust the numbers and act before the weekly meeting.
Your stack Your cloud Your definitions
[ ILLUSTRATIVE OPERATOR QUESTION ]
Why did contribution margin miss plan yesterday?
Shopify
Orders + refunds
Paid media
Spend + claims
3PL + carrier
Ship + delivery
Support
Issues + sentiment
Define · reconcile · explain
[ DECISION BRIEF ]
Evidence checked−3.8 ptsvs plan
Separate the effect of discount depth, shipping cost, product mix, and returns—then show the owner and next diagnostic for each.
Shopify
Orders + refunds
Paid media
Spend + claims
3PL + carrier
Ship + delivery
Support
Issues + sentiment
[ THE REAL BOTTLENECK ]
Your systems know pieces. Your team needs the whole answer.
The questions that matter most rarely live in one dashboard. They cross customer identity, time windows, attribution models, operational events, and accounting policy.
Question 2
Which creative angles acquire customers with the strongest contribution LTV?
Evidence: Ad spend · creative metadata · orders · margin · cohorts
Question 3
Why did contribution margin move: discounting, shipping, returns, or mix?
Evidence: Orders · discounts · COGS · fulfillment · refunds · plan
[ ONE OPERATING CONTRACT ]
Not more dashboards. One shared definition for every decision.
Every useful metric needs an approved formula, population, time contract, source, owner, freshness expectation, and action threshold. That operating contract is what makes automation safe.
Explore the metrics system01Revenue + demand
02Acquisition + unit economics
03Paid media + attribution
04Storefront + conversion
05Retention + lifecycle
06Subscriptions
07Product + inventory
08Fulfillment + CX
09Profitability + cash
10Data quality + governance
[ START WHERE THE CONSTRAINT IS ]
From unclear question to governed operating system.
You do not need to buy the whole stack at once. Start with the decision that keeps stalling, then build only the evidence path it requires.
Find the real question
Commerce Question Architect
Map the evidence, definitions, validation checks, and first build behind a question your dashboards cannot settle.
Map your questionReconcile the foundation
Data Foundation
Connect the systems, establish shared business keys, and make the numbers trustworthy enough to operate from.
See the foundation offerOperationalize the answer
Commerce Intelligence
Turn cross-system evidence into recurring answers, alerts, narratives, and workflows your team can act on.
See the commerce offer[ OPERATOR FIELD GUIDE ]
The DTC Metrics Operating System
174+ definitions across ten operating systems, plus the executive scorecard, governance contract, common traps, and a 90-day implementation roadmap.
Read the guide[ PROOF IN PRODUCTION ]
A DTC brand's data + AI operating platform
See how one small team runs reporting, fulfillment, retention, forecasting, creative intelligence, and monitoring on one owned platform.
Read the case study[ BRING THE QUESTION ]
What does your team keep asking that the current stack cannot answer?
Map the question first. I will help you identify the evidence, definitions, and smallest useful system behind it.