Jourier builds the Vilkas integration into your Supabase environment. Vilkas data flows in via real-time CDC and webhooks, lands as modeled tables in Supabase, and becomes the layer that BI tools, AI agents, MCP servers, and bespoke applications all read from.

You keep using Supabase for what it's good at (storage, compute, governance) and Jourier brings the modeling, the pipelines, and the consumption layers on top. Order-volume reporting, product-performance analytics, and cart-funnel dashboards delivered through a real engineered application your team owns.

Vilkas carries orders, customers, products, and fulfillment in shapes optimized for the storefront and the checkout. Jourier reshapes them in the warehouse for analytical questions — order economics, cohort LTV, product attach — without altering the source.

Postgres-as-platform via Supabase makes the Vilkas model a real database rather than a managed-service abstraction. Jourier ships the schema, policies, functions, and indexes as migrations your team owns — the Vilkas integration is code in your repo, deployable through the same workflow as the rest of the application.

Result: Vilkas data lives in Supabase as engineered tables, ready for order-volume reporting and for whatever consumer layer reads from Supabase next — BI, AI agents, MCP servers, custom applications.

Pick Supabase as your Vilkas backend when your customer cloud already hosts it, or when the workload pattern fits Supabase's strengths. Jourier doesn't sell Supabase compute. Your contract stays with Supabase. We bring the engineering and the modeling on top, plus the consumption layers (BI, AI agents, MCP, bespoke apps) that read from Vilkas once it's in Supabase.

Can I land Vilkas data in my Supabase environment?

Yes. Jourier builds a bespoke Vilkas → Supabase pipeline that lands data continuously in your existing Supabase workspace. Real-time CDC where Vilkas supports it, scheduled polling and webhooks otherwise. Tables are modeled, documented, and ready for order-volume reporting. The pipeline runs on Supabase's native compute (no second platform to manage), and the modeling layer above it joins Vilkas with the rest of your operational systems.

Does Jourier require Supabase, or can I use a different warehouse for Vilkas?

Supabase is one of several supported backends. If your stack already runs on Snowflake, Databricks, Microsoft Fabric, BigQuery, Postgres, Supabase, or Redshift, the Vilkas pipeline adapts to it. Pick Supabase when it fits your team's skills, your customer cloud's hosting, and Vilkas's data shape. Jourier doesn't push a specific warehouse — we evaluate the choice with you against existing contracts, compliance, and team familiarity.

How does the Vilkas model in Supabase differ from off-the-shelf Supabase content?

Off-the-shelf Supabase content is generic — schemas designed for the average customer, not yours. Jourier's Data Hub on Supabase is bespoke: modeled to your operations, joined across Vilkas and the rest of your operational systems, with the entity definitions your business actually uses. Same Supabase engine underneath, but a layer designed for your business. The result is reports, applications, and AI tools that read the same numbers your team uses.

Who owns the Vilkas → Supabase pipelines and schemas?

You do. Jourier delivers everything as code in your Supabase workspace — pipeline definitions, modeled tables, data dictionaries, runbooks, access-control config. Hand it to another vendor or take it over yourself whenever you want. No vendor lock-in, no per-engagement licence. The Supabase subscription stays directly with Supabase; we don't add a markup.

Can I switch from Supabase to a different warehouse later, keeping the Vilkas integration?

Yes. The Vilkas pipeline can re-target. Most of the SQL ports between Supabase and another warehouse with light editing — sometimes just dialect changes, sometimes a partition-strategy refactor. Migrations of this kind are part of what Jourier does. The modeling layer (entities, joins, business rules) stays the same; only the underlying compute and storage move.

How long does landing Vilkas into Supabase take?

First sync is typically instant to one day. A scoped engagement covering Vilkas plus the modeled tables for the workflows that matter (order-volume reporting, product-performance analytics) usually runs three to six weeks before production. Bigger transformations are phased. Jourier handles the Vilkas pipeline, the Supabase schema design, the access controls, and the documentation. Your team validates the model and trains the analysts.

How predictable are Supabase compute costs for this workload?

Predictable, with the right design. Jourier's modeling decisions affect Supabase cost directly — partitioning, clustering, materialised views, query patterns. We design the Vilkas model on Supabase for the access patterns your team actually has, not for theoretical generality. Most customers see Supabase compute costs roughly proportional to user activity once steady-state is reached. We can co-design the schema with cost limits in mind if that's a constraint.

Can Vilkas be joined with other operational systems in Supabase?

Yes — that's the point of the Data Hub. Once Vilkas is in Supabase, the modeling layer joins it with CRM, ERP, billing, product analytics, and any other source you've integrated. Entity resolution (same customer / same product / same transaction across systems) is handled in the modeling layer. The result: a Supabase dataset where a single 'customer' row reflects every system that knows about that customer, joined consistently.

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Aleksi Stenberg Founder & CEO