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Pipeline Playground

The platform's Validation Layer, live — bring your own data and try to break it. Nothing is ever written.

Test the Validation Layer with any CSV

Every number on this platform passed through the same pipeline: parse → type-check → date-normalise → de-duplicate. This page runs that exact layer, live on the Open API, against your data — and returns a verdict for every row with the reason it passed or failed. It is demo-safe by design: the endpoint can never write to the database.

Waiting for data…
Runs live against POST /api/v1/validate/csv on the Open API. The free-tier server sleeps when idle — the first request can take up to ~30 seconds.