Building a Supply Chain Data Foundation
Connect orders, shipments, inventory and invoices into one reliable source of truth.
Why data comes first
Dashboards and AI are only as good as the data under them. In most supply chains, orders sit in one system, shipment status in a carrier portal, inventory in spreadsheets and invoices in accounting software. A data foundation connects these with shared identifiers, so one shipment can be followed from order to cash.
Start with a few entities
Agree the core entities and their keys first: customer, order, shipment, container or package, invoice and payment. Then build pipelines that bring each source in on a schedule, check quality on the way, and write to one store your teams trust.
- Shared keys: order number, shipment reference, invoice number.
- Scheduled pipelines with quality checks.
- One trusted store for reports and AI.
- Access control and an audit trail.
Measure what matters
Pick a handful of measures everyone agrees on: on-time delivery, dwell time, invoice accuracy and days to cash. Publish them from the data foundation so every meeting uses the same numbers. XDQ Labs builds data foundations as scoped pilots, starting with one lane or one customer group.
- Connect orders, shipments, inventory and invoices with shared keys.
- Build quality checks into every pipeline.
- Agree a few measures and publish them from one source.
Draw the systems that hold your order, shipment, inventory and invoice data. Mark the key that links each pair, and where none exists.
Check your understanding
1. What must a data foundation agree first?
2. Where should quality checks happen?
3. Which is a sensible shared measure?
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