sochona.
Data Engineering

The Death of
Easy Attribution.

Privacy regulations, browser-level blocking, and platform signal loss have rendered traditional "last-click" attribution effectively obsolete.

Navigating the Signal Vacuum

Ad platforms (Google, Meta) are no longer seeing the full picture of the user journey. Between iOS app-tracking transparency, cookie-less browser updates, and cross-device usage, your CRM is likely only capturing 60-70% of the actual marketing impact. Relying on "Platform Reported Conversion" data to make bidding decisions is a recipe for catastrophic budget misalignment.

The Data Gap

Data is leaking from the funnel. If you don't reconcile your ad platform data with your internal "source of truth" (your CRM), you are bidding based on partial information.

Offline Attribution

We implement Server-Side Tracking (SST) and Enhanced Conversions. By routing data directly from your server to Google's API, we bypass browser-level blocking and maximize data fidelity.

Holistic Analytics

We don't look at metrics in isolation. We analyze MER (Marketing Efficiency Ratio)—total revenue divided by total ad spend—as the final arbiter of truth. When individual pixel tracking fails, your high-level business performance data provides the signal that allows us to bid with confidence.

Fix your data fidelity.

Stop bidding in the dark. Let us engineer a server-side attribution model for your business.

Audit Data Pipeline