Antvia
vs Snowflake
Snowflake is an excellent warehouse and a poor fit for a mid-market business that mostly wants trustworthy dashboards. Those two statements are not in conflict.
Who arrives here
Somebody quoted you Snowflake, and the number moved when you asked a second question about it. Or you already run it, and the monthly bill has a shape nobody can predict a quarter ahead.
What each one charges for
| They charge you for | Snowflake | Antvia | Why it matters |
|---|---|---|---|
| Compute and volume | Charged | Not charged | More data or more refreshes, bigger bill |
| Users | Not charged | Not charged | Every extra reader costs money, forever |
| Queries | Indirect | Not charged | Asking more questions costs more |
| Sources | Not charged | Charged | Each maintained connection meters |
| Metrics | Not charged | Charged | Each published definition meters |
Snowflake separates storage from compute, which is elegant engineering and an awkward budget. You are billed for the seconds a warehouse is running, so cost tracks activity rather than value.
The dashboard nobody is looking at
A dashboard set to refresh every thirty minutes runs forty-eight times a day. Nineteen of those happen during working hours. The other twenty-nine run overnight and at weekends, and a per-credit model bills every one of them.
You can fix this with auto-suspend, careful warehouse sizing and refresh schedules that somebody maintains. That is real engineering work, and it is work whose only output is a smaller invoice.
The honest split
- Governance, semantic layer and BI included rather than assembled
- Open formats in your own bucket, readable by engines that are not ours
- Cost that does not move when somebody schedules another refresh
- The decision loop
- Elastic scale far beyond anything the mid-market will reach
- Data sharing and the marketplace, which have no real equivalent here
- Zero-copy cloning for instant dev and test environments
- A very large partner and consultancy ecosystem
What your data is actually stored in
Snowflake holds your data in its own format, queryable through its engine. That is not a criticism, it is how the product achieves what it achieves. But it means that every future use case is shaped by what Snowflake chooses to build, when they build it, and at what price.
Antvia keeps bronze, silver and gold in open formats in storage you own, on open-source engines. If you leave, you keep the substrate and the data, and you keep it running. What you do not keep is our governance and semantic layer, because that is the software you were paying for. We would rather say that plainly than promise that nothing is locked.
When Snowflake is the right answer
If you need elastic scale beyond anything the mid-market reaches, buy Snowflake. If data sharing with partners or a marketplace listing is part of the business model, there is no real equivalent here. If you already have a data team fluent in SQL who will use the flexibility, they will out-run our guardrails and be frustrated by them.
Questions we get asked
Can Antvia Intelligence run on Snowflake? Yes. If the warehouse decision is already made, you can keep it and still get the semantic layer and the decision loop.
Is StarRocks as fast as Snowflake? For mid-market volumes on dashboard workloads, the difference will not be what you notice. At very large scale Snowflake has headroom we do not claim.