Jourier builds the Data Hub on top of Snowflake (your existing environment, or a new one). Operational systems flow in via real-time CDC and webhooks. Modeled tables in Snowflake become the layer that BI tools, AI agents, MCP servers, and bespoke applications all read from.

Snowflake is a cloud data warehouse. Jourier brings the modeling, the pipelines, and the consumption layers, on top of Snowflake's engine.

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Pick Snowflake when your customer cloud already hosts it, when the workload pattern fits Snowflake's strengths, or when your team has the Snowflake skills in-house. Jourier doesn't sell Snowflake licences — your contract stays with Snowflake. We bring the engineering and the modeling on top.

Can Jourier work with my existing Snowflake environment?

Yes. Jourier builds the Data Hub on top of your existing Snowflake setup: same workspace, same compute, same governance. Source pipelines, modeled tables, and consumption layers all live inside Snowflake unless you ask otherwise.

Does Jourier require Snowflake?

No. Jourier supports Snowflake as one of several backends. If your stack already runs on Snowflake, Databricks, Microsoft Fabric, BigQuery, Postgres, or Supabase, the Data Hub adapts to it. Snowflake is the right call when your customer cloud already hosts it or when the workload pattern fits Snowflake's strengths.

How does the Data Hub differ from off-the-shelf Snowflake content?

Off-the-shelf Snowflake content is generic. Jourier's Data Hub is bespoke, modeled to your operations, joined across the systems your business actually runs. Same Snowflake engine underneath, but a layer designed for your business, not someone else's.

Who owns the Snowflake notebooks, schemas, and configuration?

You do. Jourier delivers everything as code in your Snowflake workspace, with documentation. Hand it to another vendor or take it over yourself whenever you want. No lock-in, no per-engagement licence.

Can I switch warehouses later?

Yes. The Data Hub model is portable. Most of the SQL ports between Snowflake and another warehouse with light editing; ingestion pipelines can re-target. Migrations of this kind are also part of what Jourier does.

What does a Jourier engagement on Snowflake cost?

Bespoke project, scoped to the data that matters. Snowflake compute is paid directly to Snowflake's vendor (Jourier doesn't add a markup). Jourier's fee is project-based, not subscription-based. No platform fees if you self-host the orchestration.

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Let’s discuss connecting your stack to Snowflake.

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Aleksi Stenberg Founder & CEO