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The CRM handoff is where attribution dies

Most attribution problems are not in the ad platform. They happen when backend forms, cross-domain flows and lifecycle updates fail to carry the original click context.

This field note is part of the Shahoseini Revenue OS library: practical notes about campaign architecture, tracking integrity, CRM memory, dashboards and product-led growth systems.

Operating takeaway

The important question is not whether the tool exists. The question is whether the handoff between tools is owned, measured and trusted.

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