How the meaning your business owns reaches your platform.

Your definitions, deployed where your AI reads them.

The Native Apps turn the definitions your business owns into the semantic objects Snowflake and Databricks AI actually read — and keep them in step as things change, with review before anything ships.

format: schema.yaml
version: "1.0"
schemas:
  - source:
      database: DEMO
      schema: GOLD
      type: snowflake
    tables:
      REVENUE_BY_QUARTER:
        columns:
          CREDITS: {type: "NUMBER(18,2)", is: [notnull]}
          DISCOUNTS: {type: "NUMBER(18,2)", is: [notnull]}
          GROSS_REVENUE: {type: "NUMBER(18,2)", is: [notnull]}
          QUARTER: {type: DATE, is: [notnull]}

name: revenue_semantics
description: Fictional quarterly revenue example.
tables:
  - name: revenue
    base_table:
      database: DEMO
      schema: GOLD
      table: REVENUE_BY_QUARTER
    time_dimensions:
      - name: quarter
        expr: QUARTER
        data_type: DATE
    facts:
      - name: gross_revenue
        expr: GROSS_REVENUE
        data_type: NUMBER
      - name: discounts
        expr: DISCOUNTS
        data_type: NUMBER
      - name: credits
        expr: CREDITS
        data_type: NUMBER
    metrics:
      - name: net_revenue
        expr: SUM(gross_revenue) - SUM(discounts) - SUM(credits)

The data layers behind the answer, built with your team.

Agreed definitions still need data shaped to match them. Our engineers work alongside yours to build the transformations, facts and dimensions behind each measure — in your repositories, to your standards — and prove the output matches the source.

1. 01

   With your engineers

   Delivered alongside your team and their AI coding and deployment tools.

2. 02

   Your Git, your standards

   Code lands in your repositories, reviewed under your conventions.

3. 03

   Your platform runtime

   Runs in Databricks or Snowflake through your deployment workflow; existing ingestion stays as it is.

4. 04

   Facts and dimensions

   Silver-to-gold transformations shaped by business definitions.

5. 05

   Maintained formulas

   Definition and schema changes handled as reviewed updates.

6. 06

   Reconciliation

   Source → silver → gold → semantic checks on each change.