Business Question: How much ad spend is your business misattributing right now — and what would it cost you in 12 months if nothing changes?
Most businesses lose 20–40% of their conversion data due to broken GA4 tracking. Silent failures in GTM, cross-domain setup, and event schemas produce confident-looking reports built on corrupt data — contaminating Google Ads smart bidding and marketing decisions.
| Deliverable | Format | Audience |
|---|---|---|
| Executive Summary PDF | CMO / Marketing Director | |
| 47-Point Diagnostic Matrix | Google Sheets | Analytics Manager / Ops |
| Developer-Ready Fix Tickets | XLSX / Jira-ready | Engineering / Dev Team |
| QA Monitoring Dashboard | Looker Studio | Ongoing retainer |
Adapted from Chemical Engineering Pipeline Integrity Management Systems. Data tracking is treated as a physical pipeline: find the leak, assess severity, fix the valve, build the sensor.
Audit scope:
- GTM container configuration review
- GA4 event schema validation (47 checkpoints)
- Cross-domain tracking integrity
- Conversion funnel step-by-step verification
- UTM parameter channel integrity
- Shopify / e-commerce purchase event deduplication
- BigQuery export configuration check
Available for GA4 audit engagements on Upwork — $149 fixed-price entry audit, 5-day delivery. View my Upwork profile →
Advanced Diagnostic: For a full mass balance reconciliation pipeline using FMEA leak classification and
FULL OUTER JOINarchitecture, see the GA4 ↔ Shopify Mass Balance Monitor.



