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I share tactical insights, tested frameworks, and real-world lessons to help modern GTM teams scale smarter from attribution fixes to sales stack alignment and RevOps strategy.

Attribution Audits. The Underrated Growth Lever
Marketers love data. But when it comes to attribution, many still rely on flawed logic, outdated lookback windows, or rigid last-touch models.
Here’s the truth: inaccurate attribution can kill your budget.
What’s Really at Stake
When you’re assigning revenue to channels without validating the logic behind it, you risk:
- Over-investing in channels that don’t actually convert
- Under-investing in high-impact, upper-funnel channels
- Misaligning internal trust between marketing and finance
What an Audit Reveals
An attribution audit means revisiting how your data is tracked, matched, and reported across the funnel. That includes:
- Source UTM logic
- Cookie and device matching
- CRM lead source rules
- Channel-specific quirks (like direct mail or paid social)
It’s not about blaming channels — it’s about clarifying what actually works.
Signs You Need an Audit
- Attribution says direct traffic drives most conversions
- Campaigns show high engagement but low attributed revenue
- Sales and marketing don’t agree on what “converted” really means
How to Fix It
- Switch to Weighted Attribution
Multi-touch or linear attribution models more accurately reflect modern buying behavior. - Use Regex Carefully
Especially for direct mail or offline campaigns. Loose match logic inflates performance and misleads spend. - Audit Every 6 Months
Your customers evolve. So should your tracking and measurement logic.
Final Word
Attribution isn’t flashy — but it’s one of the most powerful optimization levers you have. If your CAC is climbing and ROI is slipping, the issue might not be your channels. It might be how you’re measuring them.
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