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Teams love calling their outputs 'data products.' But renaming a dashboard doesn't make it a product. The real test is who gets paged when it breaks at 2 AM — and whether they have the authority to fix it.

dbt built the modern analytics workflow. Now the transformation layer is moving upstream — and the gap between SQL models and runtime execution is becoming the bottleneck nobody planned for.

Open table formats solve portability. They do not solve operations. The real work starts after the launch post: compaction, retention, multi-catalog sprawl, and keeping batch and streaming paths consistent.