Building vs. Buying Your Growth Infrastructure
The trend of building custom tools instead of buying SaaS is real. But most companies get the tradeoff wrong. Here's the framework for deciding.
Thoughts on marketing infrastructure, paid acquisition, analytics, and the gap between growth strategy and data reality.
The trend of building custom tools instead of buying SaaS is real. But most companies get the tradeoff wrong. Here's the framework for deciding.
Your CEO dashboard is probably beautiful. It's also probably useless. It shows metrics that sound important but doesn't answer the actual questions your lead...
Your A/B testing program exists to make your company feel scientific. Almost none of your tests will reach statistical significance, and that's by design.
Your analytics dashboard probably shows acquisition data in obsessive detail. But the moment users sign up, the visibility drops off a cliff.
You don't trust platform attribution. You shouldn't. But you can measure real channel impact with a simple test and no data science team.
Client-side tracking is broken. iOS 14.5, cookie deprecation, and ad blockers killed the pixel. Server-side tracking is now the baseline.
Broken tracking isn't an analytics problem. It's a budget allocation problem. A 20% measurement error costs you real money.
You've noticed it: Google Ads says you got 487 conversions last month, but GA4 shows 392. Both platforms are counting the same website traffic, so why the di...
You don't need a $40K/year attribution tool. You need raw data that you control. Here's how to build reality-based metrics in BigQuery instead.
ROAS lies. CAC lies. Platform metrics lie. But Marketing Efficiency Ratio, total revenue divided by total marketing spend, tells you the truth. Most companie...
Most companies run a bloated martech stack with redundant tools, broken integrations, and data conflicts. Here's how to audit it and what you'll discover.
Meta reports 1,000 conversions, but your CRM shows 650 closed deals. Most companies find their attribution tools overcount by 15-40%. Here's the reconciliati...
12 of them worked. Creative testing isn't about finding THE winner. It's about discovering why winners win, then making more things like that.
4.2x ROAS. Lowest CPA in the account. Scaling beautifully. And destroying the business. Here's how to tell when your best ad is actually your worst.
A lead gen agency claims they replaced Clay entirely with a $200/month Claude Code subscription and now process 272,000 leads per second. The post has thousa...
Marketing has a missing middle -- a gap between junior marketers who are learning and CMOs who are leading. Here's why that gap is costing you.
Most testing programs fail because nobody called the test. Because results got filed in Notion and never touched again. So I built something different.
You ran a geo holdout test, saw that Meta only drives 15% incremental lift instead of the 40% it claims, and turned it off. Bad move. Here's how to actually ...
Most LTV models calculate 'time until churn' but ignore payment timing. Here's why that gap between acquisition cost and actual payback is destroying your wo...
The standard A/B test duration calculator will tell you that with a 5% baseline conversion rate, expecting a 20% relative lift, you need about 18,000 visitor...
I canceled Reclaim.ai last month. Not because it’s bad. It’s actually quite good at what it does. But I found myself ignoring half of its features, which is ...
You can't optimize what you can't measure. But the deeper problem is that most companies think they're measuring when they're actually guessing.
I’ve spent the last few months rebuilding analytics and tracking programs for three different companies. Each time, I walked into the same mess: event names ...
You can't optimize what you can't measure. But the deeper problem is that most companies think they're measuring when they're actually guessing.
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