Product changes
Update mappings for launches, bundles and retirement; define forecast exclusions.
RETAIL & COMMERCE / BUILD & OPERATE
Retail and e-commerce
Implementation and operations.
Confirm refresh schedules and API constraints for commerce, POS and stock systems. Retain history for cancellations, returns and product merges.
Explore the delivery scope ↓OPERATING MODELILLUSTRATIVE
- 01POS, e-commerce & stock
- 02Unify products and orders
- 03Review margin and demand
- 04Decide buying and promotion
Conceptual data-to-operation flow, adapted to the agreed project scope.
Connect the systems.
Make them operable.
Confirm refresh schedules and API constraints for commerce, POS and stock systems. Retain history for cancellations, returns and product merges.
Revenue finalization
Separate live reporting from accounting close and control recalculation.
Rollout
Validate with buyers in one category before expanding across stores or channels.
PRODUCTION SCOPE
Design workflows, data and operations together.
| Scope | Industry context | Agreement |
|---|---|---|
| Data integration | POS and online orders / Stock, movements and returns / Ad spend and product costs | Refresh, retry, deduplication and reconciliation |
| Interfaces and access | Planning, merchandising, e-commerce, marketing and IT | Read, edit and approve permissions with activity records |
| Migration and acceptance | Select one category and channel for reporting or weekly forecasting. | Parallel verification, scoped record counts and rollback |
ARCHITECTURE CHOICES
Choose architecture for the actual scope.
Compare extending existing databases and business tools with cloud foundations including Snowflake and Google Cloud. Evaluate volume, refresh, access, interfaces and operating cost before choosing products.
Read-only first
Ingest and reconcile operating records before deciding whether write-back is needed.
Visible exceptions
Show failed refreshes, unmatched data and pending reviews with source and recovery paths.
Track operating costs
Separate compute, storage and API cost drivers and agree on refresh and usage scope.
RELEASE READINESS
Agree on release conditions before release.
Accept against the workflow
Can buyers spend less time reconciling information and explain their buying decisions?
Rehearse failure handling
Test missing or late data, integration failures and unavailable owners, including notifications, recovery and manual fallback.
Hand over operations
Agree on architecture, configuration, access, refresh and recovery documentation, with defined monitoring hours and improvement scope.
Inputs for a concrete estimate.
Interfaces, export terms, volumes, history, users, permissions and timing make estimates concrete. If these are unknown, scope discovery as an initial engagement.
Channels introduce different product identifiers and revenue cutoffs. Distinguish sales growth from contribution after discounts, returns and fulfilment costs.
QUESTIONS BEFORE YOU START
Questions before starting
Can Shopify and store data be combined?
We assess product identifiers, returns and available fields; CSV exports can be a starting point.
Can sparse items be forecast?
Limited observations make evaluation unstable. Compare category-level forecasts, replenishment rules and buyer judgement.
RELATED FIELD GUIDE
RETAIL & COMMERCE / GUIDE
Before retail demand forecasting: stockouts, returns and promotions
Sales history alone does not make a forecast useful for buying. Distinguish why sales were absent, what was known at prediction time and the constraints of ordering.
Read the guide ↗YOUR OPERATION / OUR STARTING POINT
Start with the work you do today.
Tell us about the workflow, systems and reporting or documents that need attention. We will define a suitable phase, deliverables and assumptions.
Retail and e-commerce — discuss your project How scope and estimates work ↗