D2C reporting system blueprint

This system combines storefront, analytics, advertising, CRM, service, fulfillment, payment, return, and finance data into a governed D2C operating view. It reconciles revenue and spend, applies shared funnel and margin definitions, explains material changes by channel, market, product, and customer cohort, and assigns follow-up actions.

Business function
Leadership
Operating context
D2C & e-commerce
Primary owner
D2C General Manager

What starts the system

A scheduled daily, weekly, or period-end D2C reporting refresh begins.

Human boundary

Orders, payments, refunds, spend, and finance are reconciled before final reporting

How the system works

  1. 1. Reconcile orders, payments, refunds, returns, spend, inventory, and finance across shared dimensions.

  2. 2. Calculate governed acquisition, funnel, retention, service, inventory, revenue, and margin measures.

  3. 3. Diagnose material movements, request owner commentary, and publish the approved operating review.

Inputs

  • Storefront, web analytics, advertising, CRM, and customer data
  • Orders, payments, refunds, returns, fulfillment, inventory, and support data
  • Finance actuals, cost, margin, attribution, KPI definitions, targets, and owners

Outputs

  • Current sourced D2C performance report
  • Owned exception, commentary, and action register

Controls

  • Orders, payments, refunds, spend, and finance are reconciled before final reporting
  • KPI, attribution, cost, margin, and cohort definitions are versioned and approved

Examples of systems it may connect to

  • Shopify
  • Google Analytics 4
  • Microsoft Power BI
  • Funnel
  • Supermetrics

What can carry across companies

The reusable core is commerce-data reconciliation, governed KPI calculation, variance diagnosis, commentary, action tracking, and lineage.

What must be adapted

Channels, markets, products, attribution, costs, customer cohorts, targets, calendars, and ownership reflect the business model.

Start with the closest pattern–or start from your process.

The catalogue represents reusable operating shapes, not fixed off-the-shelf applications.

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