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Rachel K

Really appreciated the breakdown in this post, especially the part about aligning CAC tracking with sales cycles and buyer journeys. So many tech companies focus too heavily on vanity metrics and miss the nuance of what’s actually driving efficient acquisition. I thought the section on mapping attribution models to different funnel stages was particularly strong, it’s often overlooked, but as you pointed out, understanding whether you need last-touch or multi-touch attribution really changes how you interpret performance. Also loved the reminder that metrics like LTV:CAC ratio aren’t just financial KPIs but strategic signals. Curious to know if you’ve seen differences in tracking effectiveness between product-led and sales-led companies, especially in early-stage startups. Overall, this was super useful bookmarking for our next quarterly planning session. Thanks for putting together something that’s both insightful and actionable.

Thanks so much for the thoughtful feedback, Rachel, really glad the piece resonated! You’re absolutely right, attribution and CAC metrics become strategic levers when looked at through the lens of actual buyer behavior.

Regarding your question on tracking differences between product-led and sales-led startups – yes, we’ve definitely noticed variations. Product-led companies tend to rely more heavily on self-serve user journeys, so tools like product analytics (e.g. Mixpanel, Amplitude), combined with event-based attribution, work best early on. Multi-touch models often surface more clearly here since users interact with multiple touchpoints before converting.

In contrast, sales-led companies lean more on CRM-based tracking (like HubSpot or Salesforce), and last-touch or lead-source attribution often dominates – especially in early stages when sales cycles are longer and involve fewer, high-touch channels.

Happy to share more detail if it’s helpful, and good luck with your Q-planning!

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