The Problem
Enterprises run on dozens of systems. Most warehouses just stack the differences.
Vertical and horizontal replication leave you with a dozen definitions, and the warehouse just adds one more schema on top.
The same system, many times. System instances from different regions or acquisitions each describe the same entity in a different way.
Different domains, same entities. ERPs, CRMs, and WMSs all reference concepts like 'customer', but model them differently.
The model lives in SQL. With no central definition, each source is mapped by hand, so the common model drifts table by table.
Dataplane Approach
From a dozen schemas to one model they all conform to.
Extract the common model
Lift the entities, relationships, and rules your existing systems already share into one central, abstracted model.
extract · model · abstractBind across systems
Map each source to the shared model, so every replica and tool resolves to the same definition instead of its own.
map · bind · resolveEnforce conformity
Hold every source to the model as it lands, so new systems and acquisitions conform by default instead of drifting.
validate · enforce · conformOutcomes
Where You Feel It
One model behind many systems changes what the warehouse can absorb.
A new source or acquisition binds to the model instead of getting its own pipeline.
Sources resolve to one definition, so teams stop reconciling the same entity by hand.
Every system reads through the same model, so the business looks the same everywhere.
Model the business once and every new source inherits the structure already defined.