One clean model. Every source reasoned over.

Connect the tools your business already runs on. Verity shapes them into a semantic layer that speaks the language of your company.

MODEL

A semantic layer you can actually trust

Data Extraction & Modelling stitches your Shopify, GA4, Meta, and ad platforms into one business aware model. Orders are orders, revenue is revenue, regardless of where it came from.

No heavy warehouse build out. No analyst army needed to keep things consistent.

Pre trained on common SaaS sources out of the box

Metric definitions live in one reviewable place

Add custom entities without starting from scratch

Versioned so you can always trace what changed

A model the whole team can reason over

Pre trained connectors

Shopify, GA4, Meta Ads, Google Ads, and more ship with entity definitions and metric logic that work on day one.

One definition per metric

Revenue, ROAS, and conversions live in one place. No conflicting numbers from tool to tool.

Business glossary built in

Every term in your model has a definition. New team members onboard faster, analysts spend less time explaining.

How it works

1

Connect sources

OAuth into your tools or point Verity at your warehouse. Extraction runs on a schedule you control.

2

Map to a semantic layer

Verity proposes entities and metrics based on your data. Review, rename, and confirm in a guided flow.

3

Query with confidence

Every Verity feature reasons over this layer. Data Chat, Automations, and Activation all speak the same language.

RECONCILIATION

Numbers reconciled with your source of truth

Your connectors feed a single lineage that Verity maintains. Revenue ties out to the cent with your Shopify admin, and when Shopify and GA4 disagree on an order, the semantic layer settles it.

Everything you build on top (dashboards, attribution, activation) inherits the same reconciled truth.

ShopifyGA4Meta AdsSemantic Layer
Orders
Revenue
Sessions
ROAS
AOV
CVR

One clean model. Every question can reason across sources.

Explore more of Verity

Give your data a single source of truth

Book a demo and let Verity shape your tools into a model that reasons with you.

Hands on onboarding with the founding team

Direct influence on the roadmap