Case studies
Three estates we keep seeing.
Each case study is a composite of the estates we see, with the problem as it shows up and what changes once Dataring has mapped it.
Nobody can say what half your pipelines are for.
Fast growth, a tool for every job, and an estate nobody had time to describe, tag or own.
Your platform optimizes the query. It doesn’t ask whether the table should exist.
Every refresh burns compute whether anyone reads the result, and you’re billed for it. Cheaper queries don’t help a table that doesn’t need refreshing at all.
AI makes the estate bigger, not smaller.
Every model, copilot and agent your company ships adds feature tables, embeddings and the pipelines that refresh them. The estate now grows faster than the data team.

