The marketing team knew how much it was spending and how many conversions each platform reported, but could not reliably answer the question leadership cared about most: which marketing investments were actually contributing to revenue?
Google Ads, Meta, LinkedIn Ads, and Google Analytics each provided a different view of performance. Salesforce showed what happened after a prospect entered the CRM, but these views were not connected.
A platform conversion did not necessarily mean a qualified lead, a lead did not necessarily become an opportunity, and a reported conversion did not show whether the resulting business actually closed.
Building a combined view required exporting data from multiple platforms, aligning metrics manually, and reconciling differences between sources. Monthly reporting took two to three days.



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