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Data normalization lessons from multi-source healthcare integrations

Healthcare Software Developmentby Michael R.Mar 18, 202673 views

The messiest part of healthcare integration work is often not transport. It is deciding how the receiving system should interpret inconsistent source data.

 

Points worth discussing:

• Terminology and code system mismatches

• Required field assumptions that vary by system

• Error handling that is understandable to non-engineering teams

 

What normalization rule ended up being far more important than expected?

Replies (3)

J
Jennifer L.Mar 18, 2026
#1

For MVPs, we try to focus on one painful workflow and make that feel clearly better before expanding the surface area.

D
David K.Mar 19, 2026
#2

We keep seeing the same pattern: the technical integration is manageable, but workflow assumptions are where the project gets expensive.

A
Angela B.Mar 19, 2026
#3

Audit logging looked simple at first and became much more important once support and compliance teams needed answers fast.

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