Skip to content
Falconscale Digital
All services

Measure

Marketing data engineering & attribution

When data sits in ten tools, simple questions — what does a customer from Instagram spend in a year? — take days to answer. We bring marketing, website and sales data into one warehouse and model it so those answers take minutes.

What's included

Everything we take care of.

  • A BigQuery (or other cloud) data warehouse in your own account
  • Pipelines from GA4, ad platforms, Shopify, CRM and offline sales
  • Clean, joined and documented tables (SQL or dbt)
  • Customer lifetime value, cohorts and lifetime ROAS by channel
  • Multi-touch and data-driven attribution models
  • Customer data platform (CDP) setup and audiences for ads
  • Automations that send enriched data back to ad platforms and your CRM

Tools we work with

Platforms we know inside out.

  • BigQuery
  • Google Cloud
  • Airbyte
  • Fivetran
  • dbt
  • Segment
  • HubSpot
  • Shopify

We set up and use these tools in your own accounts. Names and logos belong to their owners.

Who this is for

Growing brands and companies that spend across several channels and want answers their individual tools can't give: online stores with repeat customers, subscription businesses, apps, and lead businesses where sales close offline.

Questions this answers

  • Which channel brings customers with the highest lifetime value, not just the cheapest first order?
  • What is our lifetime ROAS by campaign after three, six and twelve months?
  • How do channels work together — does YouTube make Google search cheaper?
  • Which leads from which sources actually become paying customers?

What we build

  1. Warehouse. A data warehouse — usually Google BigQuery, which works natively with GA4 — in your own cloud account.
  2. Pipelines. Automatic, scheduled loading from GA4, Google Ads, Meta, Shopify, Amazon, your CRM, payment gateway and offline sales, using connector tools or custom code.
  3. Modelling. Clean, joined, documented tables: customers, orders, sessions, campaigns and costs — so every report uses the same definitions.
  4. Customer value. Cohorts, repeat rate, lifetime value and lifetime ROAS by acquisition channel and campaign.
  5. Attribution. Rules-based and data-driven attribution models compared side by side, so you can see how much credit each channel gets under each view — plus incrementality tests where budgets allow.
  6. Activation. Audiences and enriched conversion data sent back to ad platforms, email and WhatsApp tools, and to your CRM.

A note on attribution

No model is perfect. Platforms each claim credit for the same sale; last-click undervalues awareness; data-driven models need volume. We help you combine a consistent attribution view with simple tests — pausing a channel in one region, or holding out an audience — to see what really adds sales.

How it connects

What you get

What changes for your brand.

01

Profit by channel

See which channels bring customers who stay and spend, not just first orders.

02

History you keep

Raw data stays in your warehouse for as long as you want it.

03

Ready to grow

A clean data base for dashboards, forecasting and smarter ad audiences.

How it works

Clear steps, no surprises.

  1. 01

    Discover

    A free call, then an audit of your business, website, channels and numbers. You get a written plan with priorities, timelines and costs.

  2. 02

    Build

    We build the website, set up WhatsApp, AI calling and tracking, create the ads and book the media — with regular check-ins and a shared project board.

  3. 03

    Launch

    Forms, calls, messages, payments and ads are tested end to end, and every print or outdoor ad is checked before it goes live.

  4. 04

    Grow

    Monthly campaigns, experiments and reporting, reviewed together, so the business keeps growing after launch.

Talk to us about Marketing data & attribution

Leave your name and number. We'll call to understand your business and send a written plan with costs and timelines — free, no obligation.

Free, no obligation. We only use your number to call you about this.

FAQ

Common questions.

Why export GA4 data to BigQuery?

GA4 keeps detailed event data for a limited time and limits some reports. Exporting to BigQuery keeps every event for as long as you like and lets you join it with sales and CRM data.

What is marketing attribution?

Deciding how much credit each marketing touch gets for a sale or lead — the Instagram ad someone saw first, the Google search they made later, the WhatsApp message that closed it. Different models give different answers; the goal is a fair, consistent view you can act on.

Do we need a data warehouse?

Not at the start. You need one when data from several tools has to be joined, kept for years or analysed beyond what the tools themselves allow — typically once you're spending seriously on several channels or have a large customer base.

What is a CDP?

A customer data platform brings together what you know about each customer from your website, app, store and CRM into one profile, and sends audiences to ad platforms, email and WhatsApp tools.

Who owns the data?

You do. Everything is built in your own cloud account, with documentation, so you can keep using it with or without us.

Let's build what your brand needs next.

Tell us where you are — idea, launch or scaling — and we'll come back with a clear plan. The first call is free.