The sticker you cannot see, and the real cost
| What you see | What you actually pay |
|---|---|
| "Contact sales" | Negotiated annual license against scope, data volume, users, support tier |
| Software license | Plus semantic modeling and aggregate design, often professional services |
| "Aggregate-aware performance" | Storage and compute to build and refresh aggregates, ongoing |
| Enterprise agreement | Multi-year commit and seat or capacity minimums are common |
How the AtScale contract is structured
- Annual enterprise license. AtScale is priced per deployment, negotiated. There is no self-serve tier and no published entry price.
- Scope-driven. The quote scales with data volume, user population, environments, and the support tier you need.
- Estimates only. Public discussion points to mid-market deals in the low tens of thousands per year and large deployments well into six figures. Treat these as directional, not quotes.
What actually drives your AtScale bill
- Semantic modeling. Multidimensional models and aggregate design are specialist work. Many buyers add professional services, which can rival the license over the first year.
- Aggregate storage and compute. AtScale's speed comes from maintained aggregates. Building and refreshing them consumes warehouse or platform resources continuously.
- Users and environments. Larger user populations and more environments push the negotiated figure up.
- Maintenance. As schemas and metrics change, the cube model needs upkeep, a recurring people cost.
Fix the Context, Not the Model. With AtScale, the model is the product and the cost. The heavier the hand-built cube layer, the larger both the services bill and the maintenance drag. Autonomous modeling is what breaks that trade.
How AtScale pricing compares
| Platform | Model | Entry |
|---|---|---|
| AtScale | Negotiated annual enterprise license | Custom, no public price |
| Cube Cloud | Per-seat + CCU consumption | Free tier; $40/dev/mo (teardown) |
| dbt Semantic Layer | Per-seat + ~$0.075/queried metric | Developer free; $100/user/mo (teardown) |
| Colrows | Priced on questions asked; dashboards & re-runs unmetered | Free POC; custom annual |
The through-line: AtScale's real cost is dominated by hand-built modeling and maintained aggregates. Colrows prices on the natural-language requests people and applications submit - dashboards, reports, and re-runs stay unmetered - and builds the graph autonomously, so the modeling burden shrinks. For the platform contrast, see Colrows vs AtScale.
Comparing more than one option? Semantic layer pricing compared puts AtScale's meter side by side with Cube, dbt, Looker, Power BI Copilot and ThoughtSpot, scored on what actually triggers overage.
Frequently asked questions
How much does AtScale cost?
No public list price. It is an annual enterprise license quoted per deployment; estimates range from the low tens of thousands to six figures per year depending on scope.
Why is there no public AtScale price?
AtScale uses an enterprise sales motion; pricing is quote-based and negotiated against deployment scope, data volume, user count, and support tier.
What costs sit behind the AtScale license?
Semantic modeling and aggregate design (often professional services), plus storage and compute to build and refresh aggregates. These modeling and infrastructure lines usually outweigh the license itself in year one.
How does AtScale pricing compare to Cube or dbt?
Cube and dbt publish entry prices and bill consumption (CCUs or per-queried-metric). AtScale is a negotiated annual enterprise license with no public entry price. Colrows prices on the natural-language requests you submit, not seats or tokens.
