Modernization depends on concrete data flow design what gets exported, how it is wrangled and transformed, where it is imported, and how systems exchange data through APIs or batch pipelines.

A reusable template for tracing exports, wrangling, transformation, imports, and exchange across systems. It is used in engagements and available for self-serve licensing on request.

A practical modernization lens is to treat every system as some combination of processing, transporting, and storing information. This framing helps teams scope migrations, integrations, and analysis work with clearer boundaries.