Cash pressure arrives before perfect tooling
GCC and Eastern Europe operators often outgrow spreadsheets while ad spend rises faster than reporting maturity. The first transfer is payback visibility, not a full martech stack.
What proves transfer
- Stable attribution on paid acquisition tests
- CAC payback visibility per channel or cohort
- Automation only where economics hold
Pattern status
This pattern is under active validation in the lab — instrumentation and cohort reads before automation breadth.
Read the eCommerce attribution pattern study
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