Most companies track too many metrics and understand too few. The typical GTM team has Google Analytics, a CRM, a marketing automation tool, a product analytics platform, and a spreadsheet that someone updates manually every Friday. None of these systems talk to each other properly.
The result: marketing says they generated 500 leads. Sales says only 50 were any good. The CEO wants to know which channel drives revenue, and nobody can answer with confidence. This is not a tools problem. It is a design problem.
You need four components. Not four tools, four components. Some tools cover multiple components:
There are many attribution models. Here is what actually works for most B2B companies:
First-touch attribution gives full credit to the first interaction. Useful for understanding which channels bring people in. Simple to implement. Undervalues the middle and end of the funnel.
Last-touch attribution gives credit to the last interaction before conversion. Useful for understanding what closes deals. Simple to implement. Undervalues awareness and nurture.
Multi-touch attribution distributes credit across all touchpoints. More accurate but harder to implement and explain. Use a linear model (equal credit) or a time-decay model (more credit to recent touches) as a starting point.
Start with first-touch and last-touch running in parallel. This gives you a range rather than a single number. If LinkedIn shows up as a top first-touch channel but does not appear in last-touch, it is good for awareness but not for closing. That is a useful insight.
The technical challenge is connecting data across tools. Here is a practical approach:
For a startup or SMB: EUR 200-500/month. GA4 is free, CRM is EUR 50-150/month, and product analytics is EUR 0-200/month on starter plans. Enterprise stacks with Snowflake, Looker, and Salesforce can run EUR 5,000+/month.
After you have 6+ months of consistent data, at least 100 closed deals to analyze, and multiple active channels. Before that, first-touch and last-touch give you enough signal to make decisions.
Optimizing for lead volume instead of revenue. A channel that produces 500 leads at EUR 20 each is worse than a channel that produces 50 leads at EUR 100 each if the second channel's leads close at 10x the rate and with 3x the deal size.
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