Marketing Analytics Workshop — everything covered in 3 hours.

Last week, more than ninety founders and operators packed the room for a three-hour session on marketing analytics. The format was deliberately practical: no slideware about the future of AI in marketing, just frameworks you can use on Monday morning. Here is a clean recap of what was covered.

Why this session existed.

A lot of early-stage teams confuse activity with progress. They run campaigns, ship content, post on social, and have no honest answer when someone asks which of those moved revenue. The goal of this workshop was to give founders the minimum analytical backbone needed to stop guessing.

The core framework.

Three layers of measurement.

The session opened with a simple model: every marketing motion needs measurement at three layers – activity, behavior, and revenue. Activity is what you did. Behavior is how users responded. Revenue is the only layer that pays the bills. Most teams over-measure activity and under-measure the other two.

The one dashboard rule.

Every early-stage team should be able to fit its marketing dashboard on a single screen. If it spans multiple tabs, no one looks at it. The rest of the dashboards exist for diagnostics, not decisions.

“You don’t need more data. You need fewer, sharper questions that the data can actually answer.”

What was shared on attribution.

Attribution was the longest segment of the workshop. The honest message: perfect attribution does not exist for early-stage businesses, and chasing it is a waste of time. What works is a combination of UTM hygiene, simple first-touch and last-touch reporting, and regular qualitative interviews with new customers.

Several operators in the room shared the exact questions they ask new customers in the first week to surface real attribution signal.

Tools the room actually uses.

• A single source of truth for events – PostHog, Mixpanel, or a warehouse-first setup
• A lightweight CRM that the founders themselves update
• A weekly written marketing review – not a dashboard meeting
• Customer interview notes stored where the whole team can read them

The takeaways from the Q&A.

The questions from the floor were sharp. The most common one – by far – was about how to allocate a small marketing budget across paid and organic. The answer from the room was consistent: at early stage, prioritize the channel where you can learn the most per dollar, not the one with the lowest cost per click.

What is next.

A follow-up working session is being planned for next quarter, focused on building the one-screen dashboard live with each team. If you would like to be in that room, get in touch.