Warehouse-native attribution engineering
Attribution is not a report — it is infrastructure. Built on the warehouse, connected to the CRM, and modelled so every channel's pipeline contribution is stated on one defensible model instead of five platforms each claiming the same deal.
Get an Agent Trust Gap BriefWhat the engagement covers
Warehouse-native modelling
Attribution computed where the data lives — the warehouse — joining ad platforms, analytics and CRM objects, so the model is inspectable and reproducible rather than a black box.
Multi-touch that reflects reality
Data-driven models across the full journey, because enterprise deals have dozens of touches across quarters and last-click assigns credit to whatever happened to be final.
CRM & pipeline reconciliation
Every attributed number reconciles to opportunities the sales team recognises. If the CRM and the model disagree, the discrepancy is surfaced, not smoothed.
Decision surfaces
Dashboards for budget defence and reallocation: channel contribution to pipeline, cost per opportunity, and trend against target — in the currency finance uses.
Related: RevOps · enterprise SEM.
Common questions
Why warehouse-native rather than a tool?
Tools impose their model and hide the joins. Warehouse-native attribution is inspectable end to end, survives tool churn, and lets finance audit exactly how credit is assigned.
What does it connect?
Typically ad platforms, web analytics, marketing automation and the CRM — joined on identity and account so journeys assemble across anonymous and known stages.
How long until a working model?
A first reconciled model usually lands within weeks of access being granted; refinement is ongoing as new sources join. The gating factor is data access, not modelling.
What is the deliverable?
A running attribution layer in the client's own warehouse, documented, plus the reporting surfaces on top. The client owns all of it.
Do you publish client results?
No. Confidential engagements; open methodology.
Delivered by ThruLiquid. ApexClaw and ThruLiquid are partner companies under one operator: ApexClaw sells the agent governance platform; ThruLiquid delivers growth services. ThruLiquid works with enterprise partners; engagement details and client results are confidential and are not published.