Micro-Proof: Data Unified
Search worked once the schema did.
Inconsistent inputs guarantee inconsistent outputs.
Unified schema
Data normalization
Search + export
Reality Check™ Summary
Situation: Multiple data feeds from different sources were inconsistent, making search and reporting unreliable.
Reality Check™: The issue wasn’t tooling — it was schema drift and incompatible structures across feeds.
Intervention: Designed a unified data model, built ingestion pipelines, and normalized records before enabling search and export capabilities.
Result: Search became consistent, reporting improved, and downstream analysis no longer required manual cleanup.