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Databricks integration.

Run your Data Hub on Databricks. Bespoke pipeline, customer-owned, modeled to your business.

§ 01How a Databricks engagement works

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

Databricks is a lakehouse platform. Jourier brings the modeling, the pipelines, and the consumption layers, on top of Databricks's engine.

§ 02Source systems we land in Databricks
SalesforceSalesforce HubSpotHubSpot PipedrivePipedrive ZohoZoho Microsoft Dynamics CRMMicrosoft Dynamics CRM ShopifyShopify Adobe MagentoAdobe Magento WooCommerceWooCommerce StripeStripe PayPalPayPal NetvisorNetvisor ProcountorProcountor FennoaFennoa FortnoxFortnox XeroXero QuickBooksQuickBooks SAPSAP NetSuiteNetSuite Microsoft Business CentralMicrosoft Business Central OdooOdoo MailchimpMailchimp KlaviyoKlaviyo ActiveCampaignActiveCampaign SendGridSendGrid GitHubGitHub GitLabGitLab JiraJira AsanaAsana NotionNotion SlackSlack
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§ 03Why Databricks

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

§ 04Questions
Can Jourier work with my existing Databricks environment?

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

Does Jourier require Databricks?

No. Jourier supports Databricks 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. Databricks is the right call when your customer cloud already hosts it or when the workload pattern fits Databricks's strengths.

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

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

Who owns the Databricks notebooks, schemas, and configuration?

You do. Jourier delivers everything as code in your Databricks 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 Databricks 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 Databricks cost?

Bespoke project, scoped to the data that matters. Databricks compute is paid directly to Databricks'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 Databricks.

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Aleksi Stenberg Founder & CEO