Post by Spartera

There's a 30-year-old pattern in how enterprises buy data, and it's quietly breaking. The pattern: pay a six-figure annual subscription, download a dataset, ingest it into your warehouse, build models against it, hope it stays fresh, renew next year. Repeat for each vendor. Three things are breaking it simultaneously. AI agents need real-time, deterministic data access. They don't download CSVs. They call APIs. Compliance regimes (GDPR, CCPA, DMA, the upcoming AI Act) make data-at-rest in third-party warehouses expensive to defend. Querying data in place is now the safer architecture. Per-pull economics make subscription pricing look insane when typical utilization is under 5%. The next decade of data commerce isn't going to look like the last one. The marketplace that wins won't be the one with the biggest catalog. It'll be the one with governed query routing, deterministic answers, and pricing that scales with the value extracted, not the access granted. That's the category we're building. We don't call it a marketplace internally anymore. We call it governed analytics infrastructure. The marketplace is just the surface. If your data team is still running on the old pattern, the next 18 months are going to be interesting. marketplace.spartera.com